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Roles in Data Governance

Working with data is a team event. Different people are involved in different stages of the data process. The roles described below are roles commonly involved in data governance. The general order below is the common order in which these individuals will work with data. However, life is not always linear and different people may jump in at different times. In addition, one person might have more than one role when working with data in the governance process.

Data Owners

Data owners are responsible for the infrastructure such as the database in which data is stored for consumption and use. Data owners are also in charge of the allocation of resources related to the data. Data owners also play a critical role in developing standard operating procedures and compliance with these standards.

Data Producers

Once the database or whatever tool is used for the data the next role involved is the data producer. Data producers are responsible for creating data. The creation of data can happen through such processes as data entry or data collection. Data producers may also support quality control and general problem-solving of issues related to data. To make it simple the producer uses the system that the owner developed for the data.

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Data Engineers

Data engineers are responsible for pipeline development which is moving data from one place to the other for various purposes. Data engineers deal with storage optimization and distribution. Data engineers also support the automation of various tasks. Essentially, engineers move around the data that producers create.

Data Custodians

Data custodians are the keepers and protectors of data. They focus on using the storage created by the data owner and the delivery of data like the data engineer. The difference is that the data custodian sends data to the people after them in this process such as stewards and analysts.

Data custodians also make sure to secure and back up the data. Lastly, data custodians are often responsible for network management.

Data Stewards

Data stewards work on defining and organizing data. These tasks might involve working with metadata in particular. Data students also serve as gatekeepers to the data which involves keeping track of who is using and accessing the data. Lastly, data stewards help consumers (analysts and scientists) find the data that they may need to complete a project.

Data Analysts

Data analysts as the name implies analyze the data. Their job can involve statistical modeling of data to make a historical analysis of what happened in the past. Data analysts are also responsible for cleaning data for analysis. In addition, data analysts are primarily responsible for data visualization and storytelling development of data. Dashboards and reports are also frequently developed by the data analyst.

Data Scientists

The role of a data scientist is highly similar to data analyst. The main difference is that data scientists use data to predict the future while data analysts use data to explain the past. In addition, data scientists serve as research designers to acquire additional data for the goals of a project. Lastly, data scientists do advance statistical work involving at times machine learning, artificial intelligence, and data mining.

Conclusion

The roles mentioned above all play a critical role in supporting data within an organization. When everybody plays their part well organizations can have much more confidence in the decisions they make based on the data that they have.

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Data Governance Framework Types and Principles

When it is time to develop data governance policies the first thing to consider is how the team views data governance. In this post, we will look at various data governance frameworks and principles to keep in mind when employing a data governance framework.

Top-Down

The top-down framework involves a small group of data providers. These data providers serve as gatekeepers for data that is used in the institution. Whatever data is used is controlled centrally in this framework.

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One obvious benefit of this approach is that with a small group of people in charge, decision-making should be fast and relatively efficient. In addition, if something does go wrong it should be easy to trace the source of the problem. However, a top-down approach only works in situations that have small amounts of data or end users. When the amount of data becomes too large the small team will struggle to support users which indicates that this approach is hard to scale. Lastly, people may resent having to abide by rules that are handed down from above.

Bottom-Up

The bottom-up approach to data governance is the mirror opposite of the top-down approach. Where top-down involves a handful of decision-makers bottom-up focus is on a democratic style of data leadership. Bottom-up is scaleable due to everyone being involved in the process while top-down does not scale well. Generally, controls and restrictions on data are put in place after the raw data is shared rather than before when the bottom-up approach is used.

Like all approaches to data governance, there are concerns with the bottom-up approach. For example, it becomes harder to control the data when people are allowed to use raw data that has not been prepared for use. In addition, because of the democratic nature of the bottom-up approach, there is also an increased risk of security concerns because of the increased freedom people have.

Collaborative

The collaborative approach is a mix of top-down and bottom-up ideas on data governance. This approach is flexible and balanced while placing an emphasis on collaboration. The collaboration can be among stakeholders or between the gatekeepers and the users of data.

One main concern with this approach is that it can become messy and difficult to execute if principles and goals are not clearly defined. There it is important to spend a large amount of time in planning when choosing this approach.

Principles

Regardless of which framework you pick when beginning data governance. There are also several terms you need to be familiar with to help you be successful. For example, integrity involves maintaining open lines of communication and the sharing of problems so that an atmosphere of trust is maintained or developed.

It is also important to determine ownership for the purpose of governance and decision-making. Determining ownership also helps to find gaps in accountability and responsibility for data.

Leaders in data governance must also be aware of change and risk management. Change management is tools and process for communicating new strategies and policies related to data governance. Change management helps with ensuring a smooth transition from one state of equilibrium to another. Risk management is tools related to auditing and developing interventions for non-compliance.

A final concept to be aware of is strategic alignment. The goals and purpose of data governance must align with the goals of the organization that data governance is supporting. For example, a school will have a strict stance on protecting student privacy. Therefore, data governance needs to reflect this and support strict privacy policies

Conclusion

Frameworks provide a foundation on which your team can shape their policies for data governance. Each framework has its strengths and weaknesses but the point is to be aware of the basic ways that you can at least begin the process of forming policies and strategies for governing data at an organization.

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Data Governance Framework

In this post we will look at a defining data governance framework. We will also look a the key components that are a part of a data governance framework.

Defined

A data governance framework is the how or the plan for governing the data within an organization. The term data governance determines what needs to be governed or controlled while the data governance framework is the actual plan for controlling the data.

Common Components

There are several common components of a data governance plan and they include the following.

  • Strategy
  •  Policies
  •  Processes
  •  Coordination
  •  Monitoring/communication
  •  Data literacy/culture

Strategy involves determining how data can be used to solve problems. This may seem pointless but certain data can be used to solve certain problems. For example, customers’ addresses in California might not be appropriate for determining revenue generated in Texas. When data is looked at strategically it helps to ensure that it is viewed as an asset in many cases by those who use it.

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Policies help to guide such things as decision-making and expectations concerning data. In addition, policies also help with determining responsibilities and tasks related to data management. One example of policy in action is the development of standards which are rules for best practices in order to meet a policy. A policy may be something like protecting privacy. A standard to meet this policy would be to ensure that data is encrypted and password protected.

Process and technology involve steps for monitoring the quality of data. Other topics related to process can include dealing with metadata and data management. The proper process mainly helps with efficiency in the organization.

Coordination involves the processes of working together. Coordination can involve defining the roles and responsibilities for a complex process that requires collaboration with data. In other words, coordination is developed when multiple parties are involved with a complex task.

Progress monitoring involves the development of KPIs to make sure that the performance expectations are measured and adhered to. Progress monitoring can also involve issues related to privacy, quality, and compliance. An example of progress monitoring may be requiring everyone to change their password every 90 days. At the end of the 90 days, the system will automatically make the user create a new password.

Lastly, data literacy and culture involve training and developing the skill of analyzing and or communicating data to people and others within the organization of use or consumption data. Naturally, this is an ongoing process and how it works depends on who is involved.

Conclusion

A framework is a plan for achieving a particular goal or vision. As organizations work with data, they must be diligent in making sure that the data that is used is trustworthy and protected. A data governance framework is one way in which these goals can be attained.

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Data Governance Benefits

Data governance is a critical part of many organizations today. In this post, we will look at some of the commonly found benefits of incorporating data governance into an organization.

Improved Data Quality

In theory, when data governance is implemented within an organization there should be a corresponding improvement in data quality. What is meant by improved data quality is better accuracy, consistency, and integrity. In addition, data quality can also include the completeness of the data and ensuring that the data is timely.

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When data quality is high it allows end users to have greater trust in the analysis and conclusions that can be made from the data. Improved trust can also lead to an increase in confidence we sharing and or defending the decision-making process.

Risk Reduction

Data governance can also reduce risk. There are often laws that organizations have to follow concerning data governance. Common laws often include laws about privacy. When data governance is implemented and carefully enforced it can help in complying with laws and thus lower the risk of breaking laws and or facing legal consequences.

The typical organization probably does not want to deal with legal matters. As such, it is in most if not all organizations’ benefit to comply with laws through data governance. The process of abiding by laws also provides a good example to stakeholders and creates a culture of transparency.

Improved Decision-Making

Decisions are only as good as the information that they are based upon. If data is bad then it puts at risk the making of bad decisions. There is an idiom common in the data world which states “garbage in garbage out.” Therefore, it is critical that the data accurately represents what it is supposed to represent.

As mentioned earlier, good data leads to good decisions and increase confidence. It also helps with improving understanding of the context in which the data came from. 

Improved Processes

Data governance can also improve various processes. For example, roles relating to data have to be clearly defined. In addition, various tasks that need to be completed must also be stipulated and clarified. Whenever steps like these are taken it can improve the speed at which things are done.

In addition, improving processes can also reduce errors. Since people know what their role is and what they need to do it is easier to spot and prevent mistakes as the data moves to the various parties that are using it.

Customer service

Data governance is also beneficial for customer service or dealing with stakeholders. When requests are made by customers or stakeholders, accurate data is critical for addressing their questions. In addition, there are situations in which customers or stakeholders can access the data themselves. For example, most customers can at least access their own personal information on a shopping website such as Amazon.

If data is not properly cared for users cannot access it or have their questions answered. This is frustrating no matter what field or industry one is working for. Therefore, data governance is important in enhancing the experience of customers and people who work in the institution

Profit Up

A natural outcome of the various points mentioned above is increased profit or decreased expenses depending on the revenue model. When efficiency goes up and or customer satisfaction goes up there is often an increase in revenue.

What can be inferred from this is that data governance is not just a set of ideas to avoid headaches but a tool that can be employed to enhance profitability in many situations.

Conclusion

Data governance is beneficial in many more ways than mentioned here. For our purposes, data governance can allow an organization to focus on making cost-efficient, sound decisions by ensuring the quality and accuracy of the data involved in the process of making conclusions.

Interaction with Plotly in R

The video below provides an explanation of how to create dropdown and check boxes for visuals using Plotly in R.

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Influences and Approaches of Data Governance

Data governance has been around for a while. As a result of this, there have been various trends and challenges that have influenced this field. in this post, we will look at several laws that have had an impact on data governance along with various concepts that have been developed to address common concerns.

Laws

Several laws have played a critical role in influencing data governance both in the USA and internationally. For example, the Sarbanes-Oxley (SOX) Act was enacted in 2002. The SOX act was created in reaction to various accounting scandals at the time and large corporations. Among some of the requirements of this law are setting standards for financial and corporate reporting and the need for executives to verify or attest that the financial information is correct. Naturally, this requires data governance to make sure that the data is appropriate so that these requirements can be met.

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There are also several laws related to privacy in particular. Focusing again on the USA there is the Health Insurance Portability and Accountability (HIPAA) which requires institutions in the medical field to protect patient data. For leaders in data, they must develop data governance policies that protect medical information.

In the state of California, there is the California Consumers Protection Act (CCPA) which allows California residents more control over how their personal data is handled by companies. The CCPA is focused much more on the collection and selling of personal data as this has become a lucrative industry in the data world.

At the international level, there is the General Data Protection Regulation (GDPR). The GDPR is a privacy law that applies to anybody who lives in the EU. What this implies is that a company in another part of the world that has customers in the EU must abide by this law as well. As such, this is one example of a local law related to data governance that can have a global impact.

Various Concepts that Support Data Governance

Data governance was around much earlier than the laws described above. However, several different concepts and strategies were developed to address transparency and privacy as explained below.

Data classification and retention deals with the level of confidentiality of the data and policies for data destruction. For example, social security numbers is a form of data that is highly confidential while the types of shoes a store sells would probably not be considered private. In addition, some data is not meant to be kept forever. For example, consumers may request their information be removed from a website such as credit card numbers. In such a situation there must be a way for this data to be removed permanently from the system.

Data management is focused on consistency and transparency. There must be a master copy of data to serve as a backup and for checking the accuracy of other copies. In addition, there must be some form of data reference management to identify and map datasets through some general identification such as zip code or state.

Lastly, metadata management deals with data that describes the data. By providing this information it is possible to search and catalog data

Conclusion

Data governance will continue to be influenced by the laws and context of the world. With new challenges will be new ways to satisfy the concerns of both lawmakers and the general public.

Animation with Plotly in R

It is possible to animate your visualizations in R using Plotly. The video below provides some tips for how to make animations a reality in your visualizations.

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Early Views on Criminology

In this post, we will look at some late 19th and early 20th-century views on criminology. In particular, we will look at the functionalist perspective and the Chicago School.

Functionalist Perspective

Emile Durkheim (1858-1917) was a major contributor to the functionalist perspective of criminology. This approach looks at crime in terms of the values and mores of society. For example, in most societies, certain values are preferred over others such as beliefs about roles in a family or about music and respect. In a similar line of thought, values of justice are preferred over values that encourage crime. What this means is that what is good is preferred over what is bad as defined by a group of people.

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Deviance, as defined as breaking the rules and values of a society, serves an important function of defining what is right and wrong. Deviant behavior is an example of what is not acceptable and by seeing this negative behavior good is defined. For example, most cultures believe stealing is wrong and this behavior defines that asking for something and or giving something willingly is good.

Another tenet of the functionalist perspective is that fighting deviance helps to strengthen the cohesion and unity of a society. There are many examples of horrendous crime happening that galvanizes a community to pass laws to fight such abhorrent behavior. In other words, after something terrible happens society will rise up to make sure it never happens again and this only happens because deviant behavior had taken place.

On the flip side, if deviance is tolerated long enough it can help to establish no social norms. Many ideas that are supported and championed today were at one time or another considered deviant behavior. Views on reproductive rights, sexuality, and gender roles have faced tremendous pressure to change. Other proponents of behaviors that were once considered deviant have rallied to press their views into the forefront and place people who do not share their views on the defensive.

Chicago School and Crime

Another view of criminology that was developed around the same time as Durkheim’s work is the Chicago School perspective. This view was developed and encouraged by Robert Ezra Park (1964-1944). What was truly unique about this approach was its focus specifically on city life and crime that happens there.

Park explained that crime is worst in cities because of the structure of society. Cities encourage a higher degree of anonymity which can convince people they can get away with something without damaging any of their relationships. In addition, cities are more tolerant of diversity and thus deviance.

Park also shared the idea that crime can be found in certain areas of a city. This idea is based on how cities were designed. Certain parts of town were zoned in certain ways and industrial areas often will have more crime than suburban areas.

Crime is also considered a learned behavior. This idea was surprising for its time because many during Park’s era believed that people had a genetic predisposition to crime. For Park to place the blame on learning from others was a unique view.

Lastly, Park believe that agencies were the best defense against crime. For example, developing and funding government departments that deal with criminal behavior may be supported be Park.

Conclusion

The two views on criminology shared in this post provide insights into how researchers in the past viewed crime and its factors. Naturally, no single theory explains everything about a phenomenon. However, examining different theories helps a reader to understand the field of their studies.

Making Scatterplots Using Plotly in R

Making scatterplots is a part of the data analyst’s life. The video below shows how a scatterplot can be created using ploty in the R environment.

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Making Bar Graphs with Plotly in R VIDEO

The video below provides examples of how to make bar graphs using plotly in R.

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Early Forms of Criminology

In this post, we will look at some of the first schools of thought on crime. The two schools, in particular, we will look at are classical and positivist criminology. Both of these schools of thought are still found in varying degrees in the modern era.

Classical Criminology

The classicist school of criminology dates back to the 18th century. Major influencers of this school of thought include Cesare Becarria and Jeremey Bentham. Classicism is also based heavily on ideas from the Enlightenment. For example, there is an assumption in Classicism that people are rational and free-willed and weigh the risk and rewards of actions. For criminologists, the assumption of rational thought implies that criminals go through a decision-making process before committing a crime. Therefore, if the deterrents are strong enough people will not choose to break the laws.

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Social contract theory was another tenet of the classical school. Social contract theory states that people come together to make society work. In other words, people make agreements among themselves to abide by certain rules which implies that there is some form of a deterrent if people do not follow the rules.

A closely related idea to social contract theory is utilitarianism. Utilitarianism states that whatever is useful to most people should be implemented. Within the context of criminology, this means that laws that benefit the most people should be adopted and enforced.

Secularism is another critical component of classicism. Essentially, secularism within the context of criminology is based on the idea that man should make laws rather than God or the church. In other words, secularism seeks to push religious morals out of the criminal justice system. All forms of divine revelation and God’s law should not remove and reason should be the mechanism for right and wrong.

In terms of punishment, classic criminologists wanted to move from barbaric to more rational forms of punishment. During the 18th century, people were hanged, drawn and quartered, burned alive, tortured, mutilated, etc. For significant and even small crimes depending on their social rank. Classicists want to move to other forms of punishment such as imprisonment. Classists want the punishment to match the crime along with a measure of humanity in the method of correction.

Criticism of classicism includes the assumption that people are mostly rational in their decision-making process. People are often driven by emotions which is generally ignored in classicism. In addition, classicism absolves society from any role individuals play in breaking laws because it is assumed that society is fair and justice which is often not true.

Positivist Criminology 

The positivist school of criminology originated in the 19th century and was a reaction to the classicist school. Major proponents of this school included Cesare Lomroso, Enrici Ferri, and Francis Galton. The supporters of positivism use a scientific approach to addressing crime and its motives. Whereas classicism blamed the individual positivism would blame a person’s genetic makeup and or society as a whole.

Positivism has a deterministic view of crime based on the physical characteristics of an individual. For example, studies were done that would determine criminality by body type, the shape of the skull, and even the chromosomal makeup of people such as how many y chromosomes a person had. Men with XYY chromosomal were deemed more dangerous than individuals with only the more commonly found XY chromosome.

Since there was an emphasis on the appearance of the individual. It was commonly believed that criminals were different from society. Criminals are driven into crime outside of their own control. This implies a reduction in harsher sentences because people are generally not normal as they are committing crimes.

Positivism has its own problems. The traits found in criminals that are claimed to cause them to commit crimes are commonly found in the general public. In addition, it is difficult to establish causation just because a group of people all share similar traits and behavior. Lastly, positivism removes self-agency and the freedom of the individual to choose to do good or evil.

Conclusion

Understanding the origins of different ideas in a discipline can help an individual to appreciate the source of diversity of thought that is found in different places. Classicism and positivism serve different purposes in criminology. Each approach plays a critical role in shaping criminology in the world today.

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Brief History of Policing and Juveniles

This post will provide a brief overview of policing as found in England and the USA. There will also be a link to juvenile justice.

Early forms of Policing

Policing has changed a great deal over time in England. Some of the earliest forms of policing was the pledge system which took place before the Norman conquest. In the pledge system, neighbors would work together to protect each other’s property from thieves and other criminal threats. In addition, the pledge system was also supposed to deal with problems among neighbors which implies that people were expected to police themselves.

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Naturally, the pledge system has its limitations. Its strength was dependent on the strength of the community which may not have been enough to deal with serious threats. In addition, the pledge system could be politically messy as self-polic9ing would be based on who had power and or charisma rather than right and wrong. However, the pledge system did allow for a great deal of autonomy for those involved.

The next system of policing that moved through England was the watch system. The watch system was designed for urban and densely populated areas. Men were organized in their parish to patrol their communities at night. Eventually, England turned away from citizen-led policing to professionals. The professionalization of law enforcement led to the development of such positions as the constable for policing and the justice of the peace for judicial matters.

With the continued development of the Industrial Revolution further development of law enforcement was also needed. The need for better policing led to the creation of the bobbies. However, this next step in crime fighting was not successful in stopping crime and was often influenced by money and politics.

United States

In the US the sheriff was the equivalent of a constable or bobby. But in the mid-19th century, police departments were already being established. During this time juvenile offenders were treated just like adults if they were accused of committing a crime. With time reforms ended this practice but law enforcement professionals continued to share concerns about the lack of treatment of young people.

In many departments today, the police will have either a juvenile officer or a unit that focuses on dealing with youths. There is also an emphasis in some jurisdictions on community policing which involves reducing people’s fear of law enforcement through decentralization of decision-making and community involvement.

When dealing with juveniles there is a great deal of discretion in how to handle each child’s situation. The focus is always on treatment rather than punishment in many places. What this means is that the police officer can choose or not choose to “arrest” a juvenile in many different situations. The same idea applies to the probation officer and prosecutor who determine whether or not to pursue the arrest for punishment or disposition and this extends to the judge as well. The flexibility of discretion has led to accusations of unfairness and even racism.

Another problem with discretion is the inconsistencies in how police approach youth. There have been court cases over such matters as search and seizure, Miranda rights, habeas corpus, and other technical legal matters because law enforcement did not carefully consider the constitutional rights of children because it has often been assumed that children do not have these rights.

Conclusion

Policing has seen a great deal of growth and development over the years. Despite the flaws in the system law enforcement is still dedicated to helping keep people safe. Evidence for this can be seen in the reforms that have been made to maintain the trust of the communities in which they serve.

hallway with window

Child Savers

During the 19th century in the United States that was a huge influx of people into urban areas in search of jobs and other opportunities. With this change in how people lived, there was a change in the family as well. Before the growth of urban centers, parents and children were all together in a rural setting in a farm-like community and this helped to monitor and control a child’s behavior. Now, parents often would have to leave their children unattended for long periods while they worked. Children who are left unattended tend to get into trouble. Over time and with years of neglect continuing some of these youth became delinquents. Once children began to turn to crime the local government began to step in and try and deal with this problem.

One solution that was tried was developed by a group of juvenile reformers from the Child Saving movement. In this post, we will look at the history and beliefs of the members of this movement.

Child Saving Movement

The Child Saving Movement wanted the government to monitor and control the activities of wayward youth. As mentioned before, this used to be a responsibility of the family but there was a breakdown in the family as a result of living in the new conditions of dense city life.

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To help delinquent youths proponents of the Child Saving movement developed the House of Refuge, which was an early form of a reform school. Wayward youth were sent here for status offenses to major crimes. Before this youth were often sent to adult prisons for the offenses they committed.

The House of Refuge was funded primarily privately. However, the irony of the House of Refuge is that funding came from the state of New York, and this funding involved taxes collected from bars, theaters, and even circuses. In other words, venues that contributed to delinquency were used to reform students who were delinquents.

The House of Refuge was opened in 1825 with only 6 youths. Within the first ten years, the facility would serve 1600 youths. Both boys and girls were housed at the facility. Boys were taught blue-collar skills such as skills found in woodshop. Female residents were taught skills related to the home such as cooking and sewing.

The original location of the House of Refuge was in the city. However, with time the facility was moved to a rural location. In all, the House of Refuge would last about 100 years well into the early 20th century. Among the main criticism of this approach was that the facility was trying to play the role of the parent through the use of strict discipline and long work hours.

Conclusion

There are strengths and weaknesses to all forms of reform for young people who become delinquents. There is always something wrong and something that is done well by most movements. What all reform movements have in common is a desire to help young people and to make society safer. Sometimes it might be better to focus on this rather than on the failures of various movements such as the Child Savers.

young troubled woman using laptop at home

School Failure and Delinquency

School failure is a big problem in education today. In addition, school failure has also been examined in the context of delinquency. In this post, we will look at school failure and delinquency.

Definition

School failure is the opposite of school success. Essentially, school failure is the inability of a student to have academic success in the classroom. The concern with school failure in this post is that it is often associated with delinquent behavior. In other words, kids who struggle academically are often kids who are struggling behaviorally as well.

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There are several ways in which school failure and delinquency are related. For example, school failure may cause delinquency. As a young person becomes frustrated with their school they may choose to become delinquent to win praise and acceptance that they are unable to achieve through academics.

Another view of school failure and delinquency focuses on the emotional aspect. For some kids, school failure causes emotional distress and this may cause delinquency. As the student loses control of their emotions they make poor decisions in terms of behavior.

A final view on school failure point to a cause that is above school failure and delinquency. From this view, the real problem is socioeconomic issues such as poverty, family issues, or some other disruption to the student’s life. These instabilities make it difficult for the youth to function in an academic setting like a school.

Other Variables Associated with School Failure

There are also several other variables and concepts that have been linked with school failure. Tracking involves placing students in classes based on ability or test scores. For example, all of the high achievers are in one class and the struggling kids are in a different class. Such an approach is highly detrimental to the weaker students because they know when they are being tracked and this can lead to self-esteem issues and indifference.

Some students truly do not like school and or their teachers. Alienation is defined as the inability to see the relevance or importance of schools. Education pays dividends over time. For people who have a shorter vision of themselves, spending years in school learning various facts and figures is meaningless. Delinquent behavior provides the immediate results that young people often want.

The consequences of school failure can be tremendous. Dropouts make less money than peers who finish K12 and people who go to college. Furthermore, dropouts are often trapped in the lowest-earning jobs that are available. Therefore, it is not in a child’s best interest to fail in school.

Conclusion

School failure is a sign that a child needs help. The cause could be one that was explained here or a different one. Either way, teachers need to be willing to support students who are struggling academically as this can lead to delinquency.

human fist

General Theory of Crime and the Classroom

The General Theory of Crime (GTC) was developed by Gottfredson and Hirschi. This theory attempts to explain criminal or delinquent behavior in terms of criminal offender traits, criminal opportunity, and the act of committing a crime. In this post, we will look at each of these components in terms of how they help to explain delinquent behavior within the context of teaching.

Criminal Offender

The ideas associated with criminal offenders focus on personality and social connections. Insights into personality play an important part in the GTC framework. Impulse control is one main component of GTC. Impulsive people are often more short-sighted and prone to risk-taking. What this means is that they may be more prone to delinquent behavior because they lack the foresight of the consequences of their actions. Impulsive behavior is also something teachers struggle with when dealing with children who frequently make poor choices due to impulsive actions.

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Another component that is highly related to impulsiveness is self-control. In other words, individuals who struggle to control themselves may be more likely to commit a crime. The authors of GTC explain that low self-control can be caused by poor management and or criminal parent(s), lack of supervision, and or self-centeredness. Again, the ideas here are similar to the causes of misbehavior in the classroom. It appears that excellent parenting is a primary tool for alleviating delinquent behavior in the classroom.

Another main cause of low self-control is a weak or a lack of social bonds between a youth and friends and family. When youths are attached and committed to the people around them it discourages poor behavior because people generally don’t want to hurt the people they are close to. The same idea applies in the classroom and is one reason why developing relationships with students and parents is often emphasized. Students with strong relationships often do not want to misbehave.

Criminal Opportunity

Criminal opportunity is essentially the openings that a delinquent finds to commit a crime. Often, an individual is more likely to commit a crime when there is a lack of supervision and there are easy targets or potential victims around. Naturally, this is what happens in the classroom when students are always looking for opportunities when the teacher is not looking so they can make poor choices.

What this implies is that students need large amounts of attention to maintain proper behavior. Sadly, many students and delinquents come from homes that lack the one-on-one attention they need.

Criminal Act

The criminal act is self-explanatory. Examples of criminal acts can be any action that breaks the law. Unlike adults, there are additional offenses that youths can commit and these are status offenses. Status offenses are acts that are legal for adults but illegal for minors such as smoking and drinking.

All of these criminal acts are the result of a combination of impulse control, self-control, social relationships, and opportunity in the context of GTC.

Conclusion

Of course, no single theory can explain everything about any behavior. There are differences in behavior based on race, gender, and other factors when it comes to crime. Despite this, the GTC provides a simplistic overview into what motives criminal behavior.

tattooed ethnic man with friends

Developmental Theory

Developmental theory was developed by Sheldon and Eleanor Glueck back in the 1930s. With this theory, the authors try to explain the dynamics, in terms of the activity level, of youth in delinquent behaviors. In other words, developmental theory explains delinquent behavior over time rather than why a youth is misbehaving at a given moment. We will look at the concepts of this theory along with its application in the educational setting.

Tenets

One of the core tenets of developmental theory is the idea that chaos leads to delinquency. When there is a breakdown in the home through divorce or there is death or loss of a job, any of these adverse childhood experiences can lead to delinquency. Even something as mundane as moving can lead to poor behavioral choices. All of the examples above are examples of problem behavior syndrome which is a term used to describe negative events in a young person’s life.

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Naturally, this can spill over into the classroom when students are having negative experiences in their personal life it can lead to behavioral problems in school. One danger to be aware of is antisocial behavior. The danger with antisocial behavior is that it is linked with persistent delinquent behavior.

There are also life experiences that can reduce delinquent behavior. Often these are events associated with maturity such as marriage, having children, starting a career, etc. Essentially what happens is that as the youth matures and becomes invested in something or someone the payoff for delinquent behavior is not worth the risk. Another way to view this is that these life experiences are associated with maturity and impulsive behavior naturally declines with age.

Paths to Delinquency

Developmental theory also addresses various pathways to delinquency. There are at least three and they are authority conflict, covert, and overt. Authority conflict is when a youth defies and avoids authority. Most teachers have dealt with students who simply refuse to comply and or avoid dealing with the teacher altogether. In such instances, the youth is heading towards delinquency through conflict with authority.

The covert pathway involves passive-aggressive behavior that is delinquent. Covert includes behavior in which the authority and or the victim is unaware of what happened. For example, a student steals something without the other person being aware. With time, covert actions can lead to more serious offenses like breaking into homes.

The overt pathway is minor aggressions that eventually become violent. For example, a youth starts by pushing other students which could one day lead to assault.

Types of Delinquents

The overall pattern of delinquency of youth varies. Life course persisters start young and continue into adulthood. Adolescent-limited defenders start young and stop once they mature. Other kids do not begin to misbehave until their teen years and they either stop once they mature or continue with poor behavioral choices.

Teachers have also experienced all of these various types of delinquents. Some kids start young while others do not. Some kids stop while others do not. The age at which a youth begins delinquency and whether or not they stop is at least partially related to the tenets that were discussed above.

Conclusion

As educators, we need to be aware of problem behavior syndrome and the negative experiences that kids are having outside the classroom because this may partially explain their behavior in class. In addition, we also need to be aware of how long the child has been delinquent as this can provide insight into what to do to help them.

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Differential Association Theory and the Classroom

Differential association theory was Developed by Edwin Sutherland in the 1930s. This particular theory is a part of the social learning school in which youth learn criminal behavior through interacting with others. A youth’s behavior is based on what they see as right and wrong as determined by the actions of others. In his context the focus was delinquency but some of these ideas apply in the classroom as well.

Sutherland explains his theory through several principles. We will look at each of these core principles and connect them to the classroom when appropriate

Principles of Differential Association Theory

Behavior is Learned

Negative behavior such as behaviors associated with criminal activities are learned just as any other behavior is learned. What this implies is that nobody is naturally a criminal but instead is a victim primarily of what they learn. In terms of nature vs nurture, this principle falls squarely in the camp of nurture.

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Sutherland’s principle is not without merit. In most classrooms, students are often imitating the behavior of each other and even the teacher. When this happens it can be beneficial when the example provided is positive but can be detrimental when the example is negative.

Learning Happens through Interaction

People learn through interacting with others. What this means is that behavior, such as delinquency, cannot be learned in isolation it takes the support of others. Of course, this denies a person the ability to learn on their own in a self-directed manner. As individuals are socialized they acquire the ability to obey or break rules and laws.

In the classroom, it is common for students to teach each other things that may not be positive in nature. Youths can acquire questionable abilities through poor peer interactions. Therefore, teachers have to remain aware of the students who provide a poor example to others.

Learning is Personal

The closer a youth is to an individual the stronger the influence that person has on a youth’s delinquent behavior. In other words, a corrupt best friend will have more of an influence on a youth’s behavior for worse than a stranger who is an upstanding citizen. The level of intimacy in a relationship is a predictor of delinquent behavior.

In the classroom, children learn from children but they learn best from friends. What this means for the teacher is that they want students to have strong relationships with kids who act appropriately rather than with kids who are having behavioral issues.

Criminal Techniques Require Development

Delinquents are often mentored by a more experienced offender. For example, a youth would need someone to show them how to steal a car or how to sell drugs profitably. In addition, youths need to be socialized into how to deal with the police when interactions occur.

Bad students must also develop skills through mentoring or acceptance. Mentoring can involve how to steal or bully other students without getting caught. Acceptance can involve performing various disruptive behaviors to solicit laughs from other students while in the classroom. For students who need feedback isolation can stifle this process.

Rule Perception and a Child’s Perception

Rule perception is how others view rules. Some people are conscious of rules while others have no respect for rules and have an open disdain for them. For youth, seeing contrasting views on rules can be confusing and lead to internal conflict. The reason for this conflict is that young people haven’t formed their own posirion on following rules and are trying to decide whether or not to follow and take rules seriously.

Children in the classroom face a similar dilemma. They see the teacher stressing obedience, that some of the good kids obey, but that the other kids do not. The final decision a child makes during this conflict can be based on family values and or which peer group the child values more than the other.

Differential Association Varies

Submitting to authority can also depend on the dosage of the relationships a youth has. The dosage of a relationship can be measured in terms of duration, frequency, and intensity. Duration is the length of a relationship. In other words, a long-term friend has more influence on youth than a new friend. Frequency is a measure of how often the youths interact. Someone who sees the youth every day has more influence than someone who sees the youth once a year. Intensity is a measure of the amount of respect the youth has toward the influence. An example would be that a parent has more influence than a friend in most situations.

The same concept mentioned in the previous paragraph applies in the classroom. Long-term friends, who see each other frequently, and with the most respect will shape the behavior of a student the most. Relationships are critical to the formation of positive or negative behaviors.

Lastly, Sutherland claims that good and poor behavior does not have the same source. The only reason for delinquent behavior is what the youth has learned. Being rich or poor doesn’t matter. What really matters is what the youth has learned over time.

Conclusion

Sutherland’s work is highly influential in explaining delinquent behavior. His work provides one viewpoint on the way youth’s go down the wrong path. For teachers, watching the relationships students develop may be key to addressing challenges in the classroom.

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Deterrence and the Classroom

Deterrence theory is a theory found within criminology that states that policies that encourage fear, high risk, and punishment will discourage delinquent behavior. Without knowing it, many teachers support this view in their classroom management philosophy.

In this post, we will look at deterrence theory as defined in criminal justice while providing applications of this approach in the classroom with teachers. For our purpose, there is general deterrence, which is the heart of deterrence and then there are several variations of general deterrence.

General Deterrence

General deterrence believes that harsh punishment will reduce crime in society or poor behavior in the classroom. Examples of general deterrence would be mandatory sentences, three-strike laws, etc. In schools, it is common to see zero-tolerance policies for specific behaviors such as drug use.

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Despite the best efforts of advocates of general deterrence crime and poor behavior persists. This is due in part to the underlying assumption that delinquents and students are rational individuals who weigh the pros and cons of their actions before doing them. Frequently this is not the case students and people frequently do not think things throw before doing them and this is especially the case when emotions are involved or substance abuse.

In addition, people are often convinced that the odds of getting caught are low and thus they can get away with it. Statistical this is correct as the majority of crimes go unsolved. However, in the context of education, it is generally hard to get away with misbehavior because there are usually only 30-40 suspects when something happens in the classroom.

Lastly, general deterrence when it is working well can overwhelm the system as more and more people are arrested and or placed in a facility. As people are caught it simply strains the system rather than stops crime. In the school, if enough students are breaking strict rules it can strain the administration as they try to process all the kids who are causing problems. This simply moves the chaos from the classroom to the office.

Variations of Deterrence

There are several variations of the implementation of deterrence as well. Specific deterrence focuses on making punishment so horrible that the offenders change their behavior. As already mentioned this often does not work and can harden the youth to resist. In addition, if offenders or bad students are labeled because of their mistakes they may commit themselves to live up to the label or reputation that they have now.

Incapacitation is an implementation strategy that focuses on incarcerating delinquents. The thought is that if the youth is locked up they cannot terrorize the community. In schools, this strategy might manifest itself through suspending and or expelling rowdy students. Within the context of juvenile justice, this approach often does not work due to restrictions on resources and the problem that youth who are locked up are often corrupted within the facilities. For schools, students who are removed simply fall behind academically, and when this happens simply will continue to disrupt the learning experience.

Lastly, situational crime prevention involves removing opportunities and increasing the risk of committing a crime. For example, many homes now have cameras which naturally discourage crime because of the threat of being caught. Within schools, the use of cameras has become ubiquitous as well. This approach leads to the protection of potential victims, increases the effort to get away with delinquency, and prevents any excuses because of the silent witness of video recording.

Conclusion

Deterrence is a view that promotes a tough approach to dealing with disobedience. As with any approach, this style works in some cases and not in others. Since there is no single solution to the problem of delinquency deterrence should be viewed as one of many tools that can be used.

selective focus photography of child s hand

Physiological and Neurological Theories on Delinquency

This post will look at physical and mental reasons for delinquent behavior. The ideas presented here can be useful for teachers who also deal with youths who participate in delinquent behavior.

Biosocial

The biosocial theory of crime is in many ways a spin on the nature vs nurture debate. Supporters of biosocial theory believe that a combination of personality (nature) and environment (nurture) influence delinquent behavior. Such a premise seems reasonable as people have natural talent but they also develop skills and traits based on the environment in which they grow up as a child and beyond. Teachers are aware of this because of the classroom environment that they establish as they train children.

Concerning nurture, genetics have been studied to understand delinquent behavior. Researchers have found strong relationships between parents and children, twins, and siblings in terms of associating with delinquent behaviors. In other words, crime often runs in the family. Of course, there are many instances of people choosing to take their life in a different direction from the example that was set by relatives. Again, many teachers have seen good kids come from bad families and vice versa. Often it seems there is no way to know how a child will turn out when you meet them.

Several factors are related to biosocial theory in terms of the nurture aspects. For example, there have been biochemical arguments made that state that chemical imbalances brought on by a poor diet can contribute to delinquent behavior. These imbalances can cause hormonal issues as well and this can be critically important due to the natural hormonal changes of teenagers. However, it must be mentioned that many people suffer from biochemical imbalances and never commit crimes. Therefore, there must be something else going on to attribute delinquent behavior to.

Many of the ideas related to diet are also related to Maslow’s Hierarchy of Needs. If students are not getting enough to eat then studying is almost impossible. The need to provide for these biochemical concerns is perhaps one reason for the school meal programs that are ubiquitous today.

Other Theories

One other theory of delinquent behavior is arousal theory. This theory essentially states that some youth commit crimes for thrill-seeking reasons. In other words, they commit crimes for fun. Teenagers often are seeking new experiences as they push the boundaries of what they’re capable of. In addition, this would also help to explain why kids in stable, comfortable homes act out and make poor choices. Most young people want to have fun and the thrill of crime is one avenue for them to achieve this.

Another theory is tied to evolution. The evolutionary theory of delinquency states that impulsive men are often more successful in reproducing with multiple women due in part to their impulsive and often aggressive behavior. As such, these traits of aggression and unpredictability are passed on to the next generation and this process is repeated. Over time, this leads to a population becoming more and more willing to committ acts of violence and crime

The evolutionary theory is interesting but seems difficult to prove conclusively as there may be no known way to test this experimentally. In many ways, this is another variation of focusing on nature as the cause of delinquent behavior

Conclusion

The takeaway for teachers is that there are multiple reasons why a youth may become a delinquent. In addition, given the multitude of explanations, it appears that there is not a great deal of agreement on what motivates youth to participate in delinquent acts.

Student Behavioral Self-Modification VIDEO

Behavioral self-modification is about empowering students to understand what their problems are and allowing them to solve them. In the video below, we will look at how to guide students through the process of self-management.

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Focal Concerns and the Classroom

Focal concerns is a theory developed by Walter Miller in the late 1950s that tries to explain cultural deviance among criminals and delinquents. Miller’s work was focused specifically on cultural deviance among the poor. In his work, he found several cultural values of the poor that he believes contribute to violent and illegal behavior. Below is a list of the focal concerns he found

  • Trouble
  •  Toughness
  •  Smartness
  •  Excitement
  •  Fate
  •  Autonomy

These concerns may not only explain criminal behavior but may be useful in understanding misbehavior in the classroom as well.

Trouble

According to Miller, among the lower class, the ability to cause and deal with trouble is an important value or focal concern. Drug use, alcohol abuse, and promiscuity are all ways of making trouble. Dealing with trouble is also valued. For example, being able to handle one’s self in a physical altercation or deceive someone are ways of garnering respect.

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Within the classroom, there are always students who pride themselves on causing trouble. TO frustrate the teacher and other students is a form of prestige and pride for the problem student. Therefore, what a teacher needs to do is remove the honor of causing trouble for a student who is seeking the prestige of causing trouble. For example, a teacher who does not get upset when a student’s poor behavior is denying that student the prestige of angering the teacher. In the field of behavioral psychology, this is called extinction.

TOughness

Toughness is focused on physical prowess and emotional control. In general, this focal concern is focused on males. Male members of the lower class who can attain physical strength along with some degree of stoicism garner more respect than males who cannot do this.

The same idea applies in the classroom. At least on the surface, many disruptive male students want to show how strong and un-feminine they are. A student might demonstrate their toughness by how they respond to discipline. By laughing or appearing in different the student is exerting indifference and perhaps flippancy in the face of extreme punishment.

Smartness

Smartness relates to knowing how to survive on the streets. This is more of a passive-aggressive skill in that it is defined as being able to outsmart or out-con an individual rather than face them head-on in a confrontation. For example, a delinquent might be tough but stupid, and vice versa. Smartness is a skill of deception rather than raw power.

Smartness in the classroom might be a student who is skilled at getting away with something or who knows how to do the minimum while still getting the grades they want. A student with smartness is annoying to a teacher, especially one who wants to teach the student a lesson.

Excitement

Excitement, according to Miller, is a desire for fun. Excitement is not a focal concern of just the lower class but perhaps of people in general. It seems that everybody wants to have a good time. Perhaps the difference might be in how the lower class has fun compared to other socioeconomic groups.

All kids want to have fun but the difference for the disruptive student is how much fun they want to have. Often difficult students have a higher need for fun compared to other students which is why they are causing problems in the classroom. The problems and fights with the teacher are fun for some students.

Fate

Fate is a superstitious view of the world. For example, some are lucky and some are not. There is no rhyme or reason to the world in terms of success. There is little concern for fairness in this supposed fundamental belief of criminals and the poor.

Fate is an idea that students of users when they get caught doing something inappropriate. They will blame their downfall not on the evil act they committed but on the fact that the teacher got lucky when they caught them. This is a way of excusing poor behavior as acceptable.

Autonomy

Autonomy is not independence from bad luck but rather independence from those with authority. Autonomy essentially means not having to obey anybody especially individuals outside of the local hierarchy. Therefore, resisting the police is a way to protect one’s autonomy

In the classroom, students are frequently concerned with having some sort of autonomy. When students break rules it is because he or she wants to do something instead of following rules. One strategy to deal with this is to use reverse psychology on the student and respect their autonomy. Autonomy is not bad but misguided. Giving the student choice for good and bad behavior is a way to encourage cooperation while still respecting the need for autonomy.

Conclusion

Miller’s works are considered outdated today. This is because of the push and desire for racial and gender equality and that poverty cannot be attributed to socioeconomic status. Whatever the case focal concerns provide another avenue for encouraging childhood disobedience.

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Types of Planning

Planning is a critical part of the educational process. Teachers plan every day what they will do. Administrators might actually do more planning than the teachers at times. Due to the nature of their position, leaders need to make many different types of plans to guide their institutions. In this post, we will look at some of the different types of plans that are used by institutions.

Hierarchical Plans

Hierarchical plans are plans that have levels to them. There are several types of hierarchical plans. Some of the hierarchical plans include strategic administrative and operating plans. Each of these plans serves a specific purpose within an institution.

Strategic plans explain the general position of the school in terms of mission and vision. The strategic plan may also include a philosophy statement of what the institution is about. This is perhaps the highest level at which planning can take place. In addition, most accreditation agencies expect some sort of mission and vision statement along with evidence of how these statements are communicated to shareholders.

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The administrative plan is for determining the allocation of resources within an institution. Another way to see this is the administrative plan explains how resources are distributed for the achievement of the mission and vision statement of the strategic plan. The purpose behind this is that resources must be shared to achieve the mission statement of the institution and thus the strategic plan guides the administrative plan which is focused on implementation.

Lastly, the operating plan deals with the day-to-day running of the institution. After the vision is set, and the resources are distributed, the operating plan uses the resources daily. This can include salaries, lesson plan development, grade submission, activities for students, etc.

Frequency of use plans

There are of course other plans besides the hierarchical plans mentioned above. Another type is frequency of use plans. These are plans that are referred to often in the day-to-day of the institution. Standing plans include the rules, policies, and procedures of an organization. Policies guide decision-making and guide behavior. Examples can include policies and professional development which are often not rigid and can be negotiated with the school or committee in charge of this process.

Rules are stricter than policies and remove the interpretation that can happen under policies. For example, it might be a rule that teachers can only spend a certain amount of money on travel per year. Lastly, Procedures specify steps to take to complete a task, such as logging into the institution’s email system.

Some plans might only be used once. These can include budgets that are used once a year and then updated. Other examples can be plans for a project which has a specific start and end date. Once the project is over the plan will probably not be reused again.

Other PLans

There are also several other miscellaneous plans. Time-frame plans are plans based on the duration of the plan. Short plans are less than a year and an example would be most lesson planning. Medium plans last up to five years and are generally institutional-level plans to meet accreditation expectations. Lastly, long-term plans are over five years in length and are generally long-term development plans for an institution.

Plans can also be focused within a specific scope of the institution. There could be specific plans for various departments within a school. In addition, plans might only involve specific stakeholders. For example, there might be plans that only affect teachers or only affects students. Lastly, there are also contingency plans which are plans that usually deal with emergencies such as fires or natural disasters.

Conclusion

Planning is always going to be a major responsibility of institutions as they look for ways to support their stakeholders. The examples shared here are probably plans that many have made before but may not know the exact terminology involved. Therefore, hopefully, what was shared here is insightful.

Overview of Intro to a Research Paper VIDEO

Writing a research paper is an extremely challenging experience. The beginning in particular is perhaps the most difficult part as it is unclear what to do. The video below provides an overview of the different components of the introduction of a research paper.

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Historical Ways of Supporting Children

Today there is a huge industry that looks to support children from unfortunate backgrounds. These can be kids who come from broken homes, have learning disabilities, and or from a generally poor background. Whatever the case, these problems have been around in one way or another for a long time. In this post, we will look at how such unfortunate were supported in the past.

Middle Ages

During the Middle Ages, families in Europe were primarily patriarchal in nature. The father had a great degree of authority over his family. Among the poor, most children had to endure harsh discipline and no real sense of childhood. As soon as possible a child was expected to work and help the family. Boys would learn blue-collar skills such as farming or blacksmith while girls would learn domestic skills such as cooking and caring for children.

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Among the wealthy things were slightly better. Wealthy children received a superior education being able to study such things as the classics and Latin. Boys of the upper class would focus on warfare while girls would continue to develop domestic skills. One thing the rich had in common with the poor was harsh discipline.

Things Begin to Change

During the Enlightenment, there are some changes to the structure of the family. The extended family gave way to the nuclear family. Schools become more common and even higher education becomes something that the middle class can take advantage of.

Various thought leaders (could philosophers in those days) began to share new views on child-rearing. Rousseau, Lock, and Voltaire all spoke of “childhood” as a unique part of life and how there should be more leniency in disciplining children. The ideas of childhood being a separate part of life and the need for different methods of disciplining children would influence reforms in juvenile justice.

Supporting Unfortunate Children

During this same time of the Enlightenment, there were several efforts to support poor or disadvantaged children. England had poor laws which allowed a family to care for a neglected child and teach them a trade. The neglected child had no choice and had to work for this family. An entire industry sprang up to identify children who were neglected. Naturally, there were times when this system was abused by the family and even by the children at times.

Another similar way of supporting children was apprenticeships. It’s hard to tell the difference between poor laws and apprenticeships. The main difference may be that apprenticeships were available to anybody and not just poor children.

Both poor laws and apprenticeships were used in Europe and the USA. Such a system helps to keep kids off the street and gives them a skill by which they can support themselves and maybe a family one day. Eventually, this system of supporting young people would give way as many master craftsmen were put out of business by the rise of factories which negated the need for an apprentice. Children could skip this process and go straight to the factories to work and this is what happen for several decades before laws were passed to require school attendance.

Conclusion

Children will always make mistakes and challenge authority. However, the blatant disrespect of today was not found in the past. The harsh discipline that children experienced during the Middle Ages helped to temper disrespectful behavior. Of course, children were still found to commit crimes and hurt each other but the contempt for authority was not as strong as is found today.

Research Process VIDEO

In the video below is a brief explanation of the various parts of an academic research paper. The main thrust was to show how these different parts work together to share the learning experience of the authors.

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Planning Process of Managers

In this post, we will look at planning from the perspective of business managers. The five-step process below explains how managers plan. While considering this we will look at how teachers address planning in a slightly different way.

  1. Developing Awareness of Current Situation

Before plans can be made a manager must be aware of the current state of the context. Developing this knowledge of the current state of the situation is called developing awareness. It is hard to plan when one does not know what is already going on. Within education, a needs assessment is sometimes used to develop a map of the current challenges the institution is facing

Once a manager has an idea of what is going on within the setting for which they are needed for decision making they can now move to actually develop a plan.

2. Establishing Outcome(s)

Step two involves making outcome statements. Outcome statements explain where the team is trying to go or is heading. These statements are end statements that indicate how things should be different once the plan is over. An example of an outcome statement would be “improving customer retention by ten percent.” This statement clearly has something that can be measured and thus can be used as an outcome.

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In education, it is common for teachers to have goals and objectives. Goals tend to be broader and unmeasurable but still serve the function of guiding a teacher. A simple example of a goal would be “be the best.” On the surface, this statement does not have meaning have much meaning but it does establish a general sense of direction. Objectives are much more narrow but easily measured. An example of an objective would be “after training, the salesmen in appliances will boost sales of appliances by 10% within 6 months. In this example, everything seems to be laid out. When planning is focused on goals and action it is called goal planning.

3. Premising

Premising involves analyzing the assumptions that managers have about the current plan. In addition, premising can be used to determine what resources and materials are needed to complete the plan.

For example, a manager is planning to place their kitchen supplies on sale. Obviously, the manager is assuming they have enough supply of kitchen supplies that a sale is warranted. In addition, the manager is also assuming they can advertise on the days they want. These assumptions need to be checked because assuming them could be disastrous.

In education premising is not as common in the middle of the context as it is in the very first step.

4Course of Action

In step 4, a manager starts to determine how to move their team from the current state to the outcome state. This can involve creating action statements which are statements that indicate the way a goal will be achieved. For example, if an organization is trying to boost sales an action statement might involve sending people for training in new products. In other words, product training is the action for achieving the outcome of increased sales.

The ideas in this process are highly similar to what is done in education. Instead of an action statement. The main difference is terminology in which education is focused on objectives while management is focused on action statements.

5. Supportive Plans

Supportive plans are additional plans that help to achieve a larger plan. For example, it was mentioned how workers might need training to boost sales. Boosting sales is the main plan but it might be needed to make a supportive plan to get workers trained on new products.

Teachers might make supportive plans on accident and probably don’t see or consider them as supportive plans. For example, if a teacher is teaching math that is too difficult for the students, the teacher might make a supportive plan to provide remedial reteaching to help catch the students up.

Conclusion

Planning is a critical part of management. Teaching involves extensive planning. The goal here was simply to show a different way of planning as derived from the business world. The ideas presented here may be useful for some.

Conflict Resolution Strategies in the Classroom: VIDEO

Conflict is a natural part of any classroom. Students will find ways to challenge each other and the teacher. The video below provides ways to deal with conflict when it happens in the classroom.

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Juvenile Court Process

In this post, we will examine the juvenile court process. This process is involved when young people commit crimes and they have to experience “the system” while legal experts try to work out what is best for those involved.

There are different ways to split up the process and explain it. However, for our purposes, we will divide the process into the following steps

  • Detention
  • Intake Decision
  • Adujdication and diposition

Each of the above bullets are explained below.

Detention

When a youth is accused of committing a crime and is detained by police one of the first questions to answer is where to keep them. The answer to this question is the first step in the juvenile court process and is called detention.

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Essentially there are two choices, the youth stays in a government facility, which is called custody, or they stay at home. Approximately 1/4 of delinquents stay in custody and the rest and sent home. The decision for detention is the equivalent of a bail decision for an adult.

The people in charge of determining the type of detention are the probation officer and or prosecutors and the decision is made at a detention hearing. If a child is detained it is the equivalent of being sent to jail. Initially, the child will probably be kept in a county-run facility and this will change when the legal process is complete.

Once in detention, there are two common types and these are secure and non-secure. A secure facility is again more akin to jail. A non-secure facility is similar to a group home. There are no locks and the youth could run away with ease if they desired. Where a child is placed depends on the severity of the crime they are accused of.

Once a child is placed in a facility state governments usually offer some sort of treatment while sorting out the legal process. Examples include behavior modification, working towards a GED, and or vocational training. Any or all of these may be available in addition to other forms of treatment not mentioned.

Intake decision

Once the detention decision is made the next step in the process is called the intake decision. At this stage, the probation officer and or prosecutors decide if they will file a petition, which is the equivalent of pressing charges. Whether a petition is filed or not depends on the amount of evidence and consideration of what is best for all parties involved.

If a crime is serious enough it can be transferred or waived to adult court. The criteria for sending a youth to adult court varies from state to state but most if not all states have a process for doing this. Normally, only serious crimes are moved to adult court such as murder.

A child may not face a petition if the probation officer and or prosecutors choose a different route to complete the legal process. Another way to complete this process is called an informal adjustment. An informal adjustment is dealing with the accusations against the youth without a petition. For example, if a kid is caught making graffiti an informal adjustment may be that the child agrees to pay for the damages and repaint the wall.

Adjudication & Disposition

Once the court proceedings are complete the petition is found to be true or not true, which is the equivalent of guilty or not guilty. When the petition is found to be true another term for this is adjudicated.

Once adjudicated the youth then faces a disposition, which is the equivalent of sentencing. At this step of the process, the youth receives their “punishment.” The child could be committed to a state-run facility which is essentially prison, they could be placed on probation, or a host of other options.

An interesting note, Plea bargains are also common among juveniles accused of crimes but jury trials are not. The reason for this is philosophical as many believe that juvenile court should be different from adult court due to the accused individual’s age.

Conclusion

The juvenile court process is unique. Hopefully, a young person never has to be involved in this system. However, for those who do make mistakes, this system is in place to try and help those involved.

man in black shirt and gray denim pants sitting on gray padded bench

Routine Activities and Rational Choice in the Classroom

Students and delinquents have many things in common. One thing they have in common is making poor decisions. This post will examine some theories of how youth and delinquents make choices. In particular, we will look at two theories found in the field of criminology and apply them to the classroom these theories are

  • Routine activities
  • Rational choice

Routine Activities

A theory on explaining poor decision-making is explained from the routine activities perspective. This theory states that it is normal behavior that contributes to criminal behavior for delinquents and perhaps bad behavior in the classroom.

According to this theory, several criteria help to predict a youth’s actions and they are.

  • The quality of the target- An easier target is more inviting than a difficult one
  • Level of motivation-If a youth is looking for trouble they can generally find it
  • Lack of supervision-If there are no authority figures nearby making a poor choice is easier.

In the classroom, these dynamics interact frequently. Disruptive students will look for other students who are easy to sway to join them and or are easy to pick on which is an example of quality. In terms of motivation, most teachers would agree a child can find a way to get into trouble if this is what they desire. Lastly, supervision is one of the main components of difficult behavior in the classroom. Some kids are impulsive and the level of supervision makes no difference. However, many kids will wait for when they believe they can get away with what they want to do.

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The natural extension of routine activities perspective in terms of preventing poor behavior is to neutralize the three criteria listed above. For example, if a disruptive student cannot find quality targets it may help to eliminate poor behavior. One way teachers do this is by moving a difficult student to another part of the classroom or outside the class. When targets are gone behavior should hopefully be appropriate.

Motivation is the second criterion and this can be neutralized through appropriate discipline. For example, a behavioral approach would provide the appropriate reinforcement and punishment that will modify the behavior and or the motivation. When there is no longer a desire to act inappropriately because the stimulus is negative the poor actions of the youth may cease.

The last criterion was supervision. It is difficult to always have eyes on students. However, it is often more beneficial for students to think that the teacher is watching them at all times. The technical term for this is withitness which is an awareness of what is happening in the classroom at all times. Developing this ability takes experience but a teacher can never get into the “zone” when teaching because the students will notice the absentmindedness and move to make poor choices.

Rational Choice Theory

Rational choice theory is another view on decision-making. In this theory, delinquents decide to commit crimes based on opportunity and reward vs cost. These two criteria sound similar to the routine activities approach. However, rational choice theory takes into account that delinquents do not always plan their behavior carefully and that sometimes they are spontaneous in what they do. In other words, to assume completely random behavior and well-thought-out behavior from youth is unreasonable. Rather youth’s actions are somewhere between the two extremes of impulsiveness and calculation

In the classroom, this has played out before. Disruptive students look for opportunities and may consider the risk-reward factor. However, just as rational choice states students will not consider all the consequences of their actions.

Conclusion

What these two theories have in common is opportunity. Movement is one-way opportunity arises. For example, if the teacher moves to the other side of the room it will provide an opportunity for a student to cause problems. The same if a victim walks into the wrong part of town. As people move around it provides and removes opportunities for criminal behavior or poor behavior in the classroom.

Of course, no single theory or several theories can explain everything about a phenomenon. The same idea applies in this context of trying to understand why youth and delinquents make poor choices.

Gradient Boosting Regression with Python

In this video, we will look at gradient boosting regression with Python. This is yet another form of ensemble learning that can boost the performance of a decision tree or some other algorithm.

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Interpersonal Maturity Levels and Delinquency

This post will look at a theory on development that is not often covered in teacher preparation courses. The theory we will look at is called Interpersonal Maturity levels and was developed in 1957 by Sullivan, Grant, and Grant in 1957. This continuum of maturity was developed primarily to explain delinquency. We will look at this theory within the context of delinquency and extend its use in the classroom.

Defining Interpersonal Maturity Levels

  1. Level 1-A persons can discriminate between themselves and someone else
  2. Level 2-A person separates between persons and objects
  3. Level 3-Begin to learn rules and move within an environment
  4. Level 4-Begin to see things from another person’s perspective
  5. Level 5-Begins to notice patterns in behavior and roles in society
  6. Level 6-Learn the difference between who they are and the function(s) they play
  7. Level 7-Learns and implements various methods for dealing with the world

Levels 1-3 are often related to babies and small children and don’t apply to delinquents. Delinquents are often found to be somewhere between levels 2 through 4. Level 4 is especially telling because it indicates a lack of empathy for others. Another important point is that youths who commit crimes are unsurprisingly not fully developed regarding their understanding of interpersonal relationships. They do not see how their actions are detrimental to other people.

The Classroom

Teachers may encounter these various levels of interpersonal maturity as well. Students who only care about themselves and their pleasure are probably at lower levels of interpersonal maturity. Students struggling with their various societal roles and overcoming these challenges are probably at a higher level. Teachers need to be able to support students at different levels of interpersonal maturity to the benefit of the students and other students in the classroom.

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Lower-level students will need to develop an awareness of the perspective of others. This could be achieved by asking them questions about how others perceive their actions. In addition, asking them reflective questions about their impulsive actions could help them become more mindful of the people around them.

Students who are more mature in terms of interpersonal relations need more help finding practical answers to life’s problems. Perhaps for them, modeling could be a good tool. Given that teachers are usually older and have more experience than their students, the teacher can offer life advice and share with the students how they faced similar life challenges at their age.

Conclusion

No theory explains everything about a phenomenon. INterpersonal maturity plays a role in delinquent behavior. The ideas presented here help people to understand why young people choose to disobey. Since teachers deal with delinquent young people, it is possible that this theory’s ideas can help them understand we kids disobey in the classroom.

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Factors Leading to Crime

Studies of the demographics of convicted criminals have led to several insights into traits that put a person at a higher risk of committing crimes. IN this post, we will look at various demographic traits that put a young person at risk of committing crimes.

Age

Young adults ages 18-21 are leaders statistically in acts of murder, rape, robbery, and aggravated assault. Since people have a tendency to commit crimes against peers, teenagers and Young adults are victims of crimes at a disproportionate rate. People ages 12-24 make up 22% of the population yet commit 35% of the murders and 49% of all victims of serious violent crimes. In other words, not only are young people generally more dangerous, but they are also at a higher risk of suffering from a violent crime.

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There has been speculation as to why young people are more prone to criminal behavior. Among some of the ideas are the lack of experience and the inability to weigh the consequences of poor choices. In addition, young people often have the freedom of adulthood without the corresponding responsibilities such as career and family. Lastly, given their inexperience, young adults are still determining their own limits and the limits of the society in which they live.

Gender

When it comes to crime, men are the primary perpetrators. For example, 74% of all arrests were men in 2019. The only crime in which women outperform men in terms of arrest is prostitution, in which 67% of the arrest are women while 33% are men. The only category in which there is any balance in terms of arrest are several white-collar crimes such as fraud (60% men vs. 40% female) and embezzlement (51% male vs. 49% female).

The reason for this difference is not clear. Traditionally, men have been more physically aggressive and less risk-averse than women. In addition, there are known hormonal differences between men and women as well when examining things such as testosterone and estrogen. For students, this implies that a young person is likelier to be without a father than a mother. This can have consequences regarding behavior and a general need for attention.

Economic

An individual’s economic situation is yet another factor in criminal behavior. About 76% of men and 85% of women in prison made less than $38000 per year before being sent to prison. Anything below $32000 is considered poor. Keep in mind that it is difficult to track the income of criminals and that the cutoff is being pulled to the right by the occasional drug kingpin and white-collar crook.

The poor are also victims of crime at a higher rate, with about 63% of violent crimes being perpetrated against poor and low-income people. A tanking economy and job loss can sometimes motivate undesirable behavior that could also have legal ramifications for people. This is important because adult criminals often have children who go through the school system without parental support.

Race

Race is another controversial factor in terms of criminal behavior. Among juveniles, blacks comprise 34% of all arrests. Half of all violent crimes are committed by blacks, even though blacks make up about 12% of the population.

Many contests such numbers and blame such behavior as racial profiling by the police. However, explaining any behavior or number with one factor is never simple or easy. AS such, it is not completely clear why there is such a disparity in criminal behavior based on race. Relating this to students may imply that students of color may need more assistance from teachers as they are more likely to have committed or know somebody who has committed a crime.

Education

High school dropouts are ten times more likely to go to prison when compared to college grads. Furthermore, states with higher levels of educational attainment have corresponding lower levels of crime. Generally, more education implies better jobs for people.

For students, opening their eyes to the benefits of education can keep them off the streets. In addition, some young people may be at a higher risk if they come from a home that does not value education.

Religion

Lastly, religion plays a role in preventing crime. Adolescents who attend a religious service weekly have lower rates of shoplifting, assault, and theft when compared to students who never attend a religious service. With religious activity comes a decrease in criminal activity.

One theory behind this is the hellfire hypothesis which implies that people avoid various criminal activities for fear of angering whatever higher power they follow. IT should also be noted that many religions discourage criminal behavior while encouraging respect for local authorities.

Conclusion

The traits shared here are not self-fulfilling prophecies. Young people do not have to commit crimes, nor do men or people who did not attend college. On the other hand, being older, female, or religious does not mean that a person is not capable of breaking the law. Trends found in data are different from individual choice.

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Juveniles and Property Crimes

Property crimes are a common form of delinquency among young people. Theft, in general, leads to over 80,000 arrests each year. Theft can cover many crimes such as car stealing or taking items from another person’s home. In this post, we will examine some common ways young people are involved in property crimes.

Shoplifting

Shoplifting is a common crime among youth but not as common as one would think. Approximately 25% of all shoplifters are juveniles, meaning most shoplifters are not children. However, about 47% of high school students have admitted to shoplifting something within the past year. This implies that juveniles are not caught at the same rate at which they steal and that juveniles are better at getting away with shoplifting than adults. Shoplifters are rarely caught, with only 5-10% being apprehended.

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When people, including juveniles, are caught shoplifting, they often share such excuses as “it was an accident” or “the item is actually mine.” Of course, this doesn’t work, and now the youth is facing some consequences. Usually, the punishment is not that serious. In some states, small-time shoplifting is not enforced. In other states, the penalty can be a fine and or time spent in jail.

Auto Theft

Stealing cars is another common property theft crime for youths. In 2019, about 13,000 juveniles were arrested for auto theft. Juvenile often steals cars for rather superficial reasons. For example, it is common for young people to steal cars for the adrenaline rush of committing a crime. Another common reason is just for a joy ride. In other words, young people often steal cars for fun.

This is not to say that there is never a financial motivation for stealing cars. Adults often steal cars for momentary gain through selling the car and or the parts that make up the car. For whatever reason, the penalties for auto theft can range from up to two years in prison and or up to $10,000 in fines.

Vandalism

In 2019, 31,000 juveniles committed vandalism. Unlike the other examples of property crimes mentioned earlier, there appears to be no financial motivation for committing vandalism. Youths often vandalize property to express themselves, boredom, as a form of expression, and to join a gang or peer pressure.

Vandalism can lead to fines and or up to one year in jail. Vandalism can be classified as a felony if the act is serious enough.

General causes of property crime

The root causes of property crime are often the same as the root cause of most problems. Family issues are one of the main factors for crime. Youths from broken homes are missing the care and attention they need to make wise choices.

Another common cause of property crime is drug use. For example, a young person may turn to theft to fund a drug habit. In either case, there are motivating factors for the poor decision-making of many youth offenders.

Conclusion

Property crimes are one of many crimes that plague society today. People have their motivation for doing this even if committing propriety crimes is not the best decision. The unfortunate consequences can and do, at times, complicate a person’s life going forward.

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Causes of Youth Violence

It is not a secret that sometimes youths make poor decisions, leading to them committing acts of violence. According to the CDC, acts of violence committed by youth cost over $100 billion annually. One example of violence committed by youth is simple assault which makes up over 40% of crimes committed by juveniles. Other crimes committed by young people include larceny, aggravated assault, vandalism, robbery, motor vehicle theft, and homicide. Given the nature of these crimes, we will look at some of the causes of youth violence.

Drugs

A major factor in youth violence is drugs. Approximately 80% of minors in the juvenile justice system in the US committed their crime while under the influence of drugs or admitted to having a drug problem. In addition, between 1.9 and 2.4 million minors in the juvenile justice system have a drug problem.

Experts call this relationship between drugs and crime a psychopharmacological relationship because drug use was a factor in criminal behavior. Other crimes associated with drugs include:

  • The manufacturing of drugs.
  • Theft of drugs.
  • Scams.
  • Disputes over drugs.
  • The use of illegal drugs.

Among the legal charges, a youth can face from drugs includes drug possession, drug trafficking, and drug manufacturing. If they remain on a young person’s record, any of these charges can have long-term implications for education and job opportunities in the future. This all assumes that a juvenile does not lose their life from an overdose or experience related to drug behavior.

Family problems

Problems within the family can also lead to youth violence. Today, many homes no longer fit a traditional pattern of married biological parents supporting children. In addition, sexual abuse to about 1 in 6 boys and 1 in 4 girls in the USA. Furthermore, 90% of the victims experience this trauma at the hand of someone they knew.

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The signs of sexual abuse are difficult to tell among teenagers as they vary wildly at this age. However, some things to look for are changes in behavior and emotions. The trauma they have experienced in their personal life could lead to poor choices in behavior outside of the home.

Single-parent homes can also lead to poor choices. For example, one study found that a 10 percent rise in the number of youths living in a single-parent home leads to a 17 percent jump in crime caused by juveniles. In general, as the family breakdown, there is an increase in the crimes committed by young people.

Mental Health

Mental health is another factor in criminal behavior among young people. About 65% of juveniles arrested for a crime have a mental health issue. About 1 in 7 of all young people, in general, have a mental health issue. Given the impulsive nature of teenagers, it should be no surprise how mental health issues can make things even worst.

Of course, the concepts influence each other. Drug abuse can lead to mental health issues, and mental health issues can lead to drug use. Crime can lead to drug use and or mental health issues and vice versa. Sexual abuse can lead to drug use and or health issues. These ideas are interconnected, but you have to decide what you are looking for when developing a model.

Conclusion

Young people face many challenges today. From broken homes to threats to their physical being to challenges with mental health, young people have to be vigilant. If a youth goes down the path of violence, it is always important to see what factors lead to such a faithful decision.

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Leadership Preferences and the Classroom

Dorfman et al. did a study back in 2004 in which they looked at how people from different cultures rated leadership. The team broke leadership down into six components listed below.

  • Charismatic-The ability to motivate and inspire others.
  • Team orientation-The ability to develop a highly functioning team.
  • Participative-The ability to get others included in the decision-making.
  • Humane-oriented-The ability to show empathy and compassion,
  • Autonomous-The ability to be independent and reflect this to the team
  • Self-protective-The tendency of the leader to use face-saving approaches

Naturally, different countries identified differently with each of these components. For example, Asian countries considered self-protective skills highly important, while participation wasn’t as important. Western English-speaking countries were the opposite. The point is not to dwell on the details of the research but to point out that if countries have various skills they find important in leaders, it is not unreasonable that students at an individual level are going to want specific skills in teachers who are leaders of classrooms.

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For the teacher, some students are going to want a charismatic teacher, while other students may want a teacher who is human-oriented. The teacher may naturally tend to emphasize autonomy in their leadership approach. The point is not to condemn one approach over the other but rather that the teacher must be aware of what the students are looking for in a teacher while also being aware of their own natural tendency as a teacher.

Suppose a teacher tends to be participative in their approach, but this is not working with students. In that case, a teacher needs to look for ways to overcome this situation. Perhaps a more authoritative approach is appropriate in particular situations. This often goes against what one is taught when becoming a teacher, but the most important tenet of education is helping students to be successful. Helping students be successful may involve ignoring other tenets of education, such as developing a participative classroom environment.

Traits and Behaviors of Leaders

Den Hertog et al. did a study in 1999 looking for traits and behaviors that people admire in leaders and people in general. The positive traits are listed below.

  • trustworthy, smart, honest, planning, encouraging, positive, dynamic motivator, confidence builder, dependable, decisive, bargained, problem solver, administrator, communicator, informed, team builder

These traits mean that if people see them in an individual, such as a person who is in authority, they will admire these traits in that person. The study was worldwide, so these are traits that may be universal. What is also important to point out is these are traits that students like to see in teachers. Students want a teacher they can trust, who solves problems, is positive, and can plan, among other things. If such traits are missing, the students may conclude that the teacher is bad.

On the flip side, these traits listed above are traits teachers like to see in their students. Many teachers would love to have students who are dependable, honest, informed, etc. When students lack these traits, many teachers can identify them as bad students. Teachers need to develop these positive traits to inspire students who may lack these traits while also being able to meet the definition of a good teacher.

In the study, there was also a list of negative traits are listed below

  • loner, antisocial, uncooperative, egocentric, ruthless, dictatorial, inexplicit

For students and teachers, the list above are traits to avoid. Teachers who are dictatorial and unclear (inexplicit) will be seen as bad teachers. Students who are loners, antisocial, and uncooperative will be viewed as bad students. The benefit of this list is that it allows a teacher to clearly articulate and define desirable and undesirable traits in a student. This also applies to administrators who are assessing teachers and teachers trying to explain the quality of leadership they are under.

Conclusion

Everybody is going to possess good and bad traits in different combinations. The point is not to criticize the weaknesses we all possess in our characters. Rather it is better to be aware of one’s weaknesses to make adjustments to help those who are around them.

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Crime Types and Students

Young people sometimes make mistakes and violate the laws of a country. Natural, this leads to consequences that vary based on the transgression. This post will look at various categories and types of laws.

Categories of Criminal Behavior

There are two broad categories where we can place crimes that young people commit. These categories are

  • Mala in see
  • Malum in prohibitum

Mala in se is Latin for “wrong by itself,” and these are crimes that people instinctively know are wrong. Examples are robbery, murder, and other acts viewed as heinous. However, people’s views on morality vary widely. Therefore, one basis for what is considered “instinctively wrong” is English and US Common Law.

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Common law was developed through decisions made in the court system over hundreds of years. The opinions of judges became precedent for future decisions. Through this process, an idea of what and wrong has been developed, which is used now to determine when crimes fall in the category of mala in se.

The second category of crimes is malum in prohibitum, which translates from the Latin as “wrong when prohibited.” These crimes are not necessarily morally evil but are actions that need to be regulated. Examples of laws that fall within malum in prohibitum include laws related to various licenses people may need (driving, fishing, hunting, etc.), gambling, alcohol, and drug use. Again, many may disagree if these crimes are less harmful, but this is the example given.

Students have and will commit both categories of crime in the examples above. Students will willfully commit crimes obviously while also breaking laws that regulate less offensive behavior.

Types of Laws

After categories, laws are sometimes classified by type. Civil laws include property laws, contract laws, tort laws, and more. Civil laws often involve private parties, do not include the loss of freedom for the defendant, involve the defendant paying money if they lose in many situations, and do not have the same constitutional protections found in criminal cases.

On the other hand, criminal cases usually involve the government bringing formal charges against someone. There is a risk of the defendant losing their from if they lose, and the defendant has certain constitutional rights protecting them. Criminal law also requires actions and behaviors. In other words, the accused must be accused of doing something and not just thinking about it. For example, suppose a person sneezes while driving and someone is hurt in the accident. In that case, there is a chance that the sneezer will not be guilty of a crime because it is impossible to control when you sneeze.

Quality of Mind

The state of mind is also another significant factor in determining an individual’s guilt. There are four ways a person can commit a crime: intentionally, knowingly, recklessly, and negligently. AN intentional act means somebody committed a crime on purpose. Knowingly is obvious and states that a person was aware that what they were doing was a crime, such as breaking into a house and making jewelry.

Recklessness involves a person acting in such a way that is an obvious danger and a disregard for acceptable standards. For example, many people define driving 100 mph in a school zone as reckless. Lastly, negligence is when someone ignores an obvious danger when performing a certain activity, such as driving 100 mph and then hitting and killing someone.

Young people can be found in any state of mind mentioned above. Youths can be international, or they can be reckless or negligent, etc. We all make mistakes, but the stakes are much higher at the criminal level.

Conclusion

Young people will continue to make decisions that strongly impact their lives. Committing crimes is one thing that can have a lasting impact. Youths and teachers need to work together for the young people to develop decision-making skills that will allow them to avoid criminal acts.

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Three Cueing Reading Method

The Three Cue method is a long-established yet increasingly controversial approach to teaching reading. We will look at the background and philosophy of this reading method in this post.

According to Ken Goodman, there are three cues people use to read, and they are listed below

  • Graphic cues: Examining the letters to determine the word
  • Syntactic cues: Guessing what kind of word it might be, such as an adjective or verb
  • Semantic cues: Guessing the word based on the context or what makes sense.

Goodman also made some conclusions based on his observational research of children learning to read.

  • Reading is not about precision but accurate first guesses
  • as the child improves in their reading, they use fewer graphic cues
  • Detailed perception of letters and words is not necessary

Background

Before Goodman’s bombshell in the 1960s, reading was taught one of two ways. The whole word approach relied on repetition and the use of pictures. A classical example of this approach to teaching reading is the”Dick and Jane” reading series from the 1930s. The assumption is that if a child sees a word often enough, they will learn how to read it.

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The other major way of teaching reading has been the phonics approach, which involves learning the sounds associated with letters. One example of this approach is the McGuffey readers of the 1800s

Goodman’s Approach

Goodman took a different approach compared to whole words and phonics. If a student is struggling with reading, the teacher can have the child think (guess) a word that would work in a sentence they are struggling with. For example, suppose a student sees the word “horse” and uses the word “pony” instead. In that case, this is considered acceptable when employing this method. Even though the child never learned how to read the word “horse.”

This approach to reading allowed students to guess their way through a text. If students had an intuitive sense of what works, they could look like they were reading without developing the needed comprehension. This happens because they are not processing words, but rather, they are processing their guesses about words. With time, criticism began to arise towards the THree Cue method.

Criticism

By the 1970s, people were already beginning to find that Goodman’s method was as great as believed. REsearch at this time was finding that skilled readers could recognize words without relying on the context. Students were able to read without looking at the words! In other words, students were making up their own story guessing their way through a text without mastery.

Students would skip the arduous process of sounding out words to guess. These habits would become bad habits, and children would struggle with reading for a long time and, in some cases, would never really master it. In addition, some students learn to read no matter how they are taught. In other words, no single system can claim to be the answer all the time for learning to read.

Despite this evidence, the Three Cueing Method was highly popular. Most teachers are familiar with this method and maybe learned to read this way. The problem is not Goodman’s method. Rather the problem is relying exclusively on one method to teach anything. Different students learn in different ways, and there will always be a place where Goodman’s ideas will benefit someone.

Phonics does not work for every student, nor does the whole word. It is naive to think that Goodman’s way is the only way. A balanced approach that incorporates various reading methods is one way to reach students. After a teacher gets a sense of what works best for their students, they can focus on one particular approach and occasionally use other strategies to develop weaknesses in students.

Conclusion

When the flaws in a theory are pointed out, it is always tempting to throw them out. However, there is probably always a context or situation in which a theory will work. Goodman’s three cue method doesn’t work all the time. Yet there is evidence that this approach has helped for some of the time.

Support Vector Machines Classification with Python VIDEO

Learn how to use support vector machines for classification using Python. This is another great algorithm for data science purposes.

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OSEMN Framework for Data Analysis

Analyzing data can be extremely challenging. It is often common to not know where to begin. Perhaps you know some basic ways of analyzing data, but it is unclear what should be done first and what should follow.

This is where a data analysis framework can come in handy. Having a basic step-by-step process, you always follow can make it much easier to start and complete a project. One example of a data analysis framework is the OSEMN model. The OSEMN model is an acronym that defines each step of the data analysis process. The steps are as follows

  • Obtain
  • Scrub
  • Explore
  • Model
  • INterpret

We will now go through each of these steps.

Obtain

The first step of this model is obtaining data. Depending on the context, this can be done for you because the stakeholders have already provided data for analysis. In other situations, you have to find the data you need to answer whatever questions you are looking for insights into.

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Data can be found anywhere, so the obtained data must help achieve the goals. It is also necessary to have the skills or connections to get the data. For example, data may have to be scraped from the web, pulled from a database, or even collected through the development of surveys. Each of these examples requires specific skills needed for success.

Scrub

Once data is obtained, it must be scrubbed or cleaned. Completing these tasks requires several things. Duplicates need to be removed, missing data must be addressed, outlier considered, the shape of the data addressed, among other tasks. In addition, it is often useful to look at descriptive statistics and visualizations to identify potential problems. Lastly, you often need to clean categories within a variable if they are misspelled or involve other errors such as punctuation and converting numbers.

The concepts mentioned above are just some of the steps that need to be taken to clean data. Dirty will lead to bad insights. Therefore, this must be done well.

Explore

Exploring data and scrubbing data will often happen at the same time. With exploration, you are looking for insights into your data. One of the easiest ways to do this is to drill down as far as possible into your continuous variables by segmenting with the categorical variables.

For example, you might look at average scores by gender, then you look at average scores by gender and major, then you might look at average scores by gender, major, and class. Each time you find slightly different patterns that may be useful or not. Another approach would be to look at scatterplots that consider different combinations of categorical variables.

If the objectives are clear, it can help you focus your exploration on reducing the chance of presenting non-relevant information to your stakeholders. Suppose the stakeholders want to know the average scores of women. In that case, there is maybe no benefit to knowing the average score of male music majors.

Model

Modeling involves regression/classification in the case of supervised learning or segmentation in the case of unsupervised learning. Modeling in the context of supervised learning helps in predicting future values, while segmentation helps develop insights into groups within a dataset that have similar traits.

Once again, the objectives of the analysis shape what tool to use in this context. If you want to predict enrollment, then regression tools may be appropriate. If you want what car a person will buy, then classification may help. If, on the other hand, you want to know what are some of the traits of high-performing students, then unsupervised approaches may be the best option.

INterpret

Interpreting involves sharing what does all this stuff means. It is truly difficult to explain the intricacies of data analysis to a layman. Therefore, this involves not just analytical techniques but communication skills. Breaking down the complex analysis so that people can understand it is difficult. As such, ideas around storytelling have been developed to help data analysis connect the code with the audience.

Conclusion

The framework provided here is not the only way to approach data analysis. Furthermore, as you become more comfortable with analyzing data, you do not have to limit yourself to the steps or order in which they are performed. Frameworks are intended for getting people started in the creative process of whatever task they are trying to achieve.

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Taylor Principles of Management and the Classroom

Frederick Taylor (1856-1915) developed his management principles in response to the problems he was seeing in the workplace. IN this post, we will look at these principles and the backdrop to their origins.

Industrial Revolutions and its Problems

The Industrial Revolution led to major changes in the production of goods. Items went from being produced at home to being produced in factories. The work went from families working as a team to individuals working away from home. Natural these changes had pros and also cons.

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The main pro has already been mentioned and involves the boost in productivity. However, among the cons was a lack of motivation, issues with determining how much to produce with workers and managers manipulating each other, and a general lack of standardization. Lastly, workers were concerned with wages, working conditions, and justice.

Life of Fredrick Taylor

In this context, Fredrick Taylor (1856-1915) emerges. Unable to go to college due to an injury, Taylor went to work in a factory and saw workers destroy tools to prevent overproduction, which they believed could threaten their employment. Witnessing this, Taylor decided to take an empirical approach to this problem.

Taylor applied several different methodologies to examine production, such as time series, standardization, division of labor, time management, and incentives in such context as piecework production. He was also a huge proponent of finding the right person for the job and moving people as necessary to achieve this benefit to the person and the employer.

Four Principles of Management

Below are the four principles of management according to Taylor

  1. Managers should use science for each aspect of a job.
  2. Select and train workers scientifically.
  3. Workers and management should work together to make sure work is done according to principles of management
  4. Responsibility and work should be divided equally between workers and managers

Managers need to make sure science is the tool used for making decisions. Science relies on and observation and analysis of data. Using a scientific process is considered superior to making intuition or gut decisions. When science is used, employees may not agree, but they can see the thought process behind the decision. The principle of data-driven decision is a foundational concept in data science today.

Workers should also be trained and selected scientifically. Again this gives the impression of objectivity and fairness in the decision-making process. Using intuition or other means makes management decision-making questionable.

The third principle emphasizes that everyone should work together from a scientific perspective. Through a united worldview, the assumption is to improve cooperation. The enemy appears to be subjectivity, and both workers and management should avoid this.

The final principle speaks to how management and workers must have a joint interest in responsibilities. The motivation behind this idea is to reduce the hostility that can sometimes arise in the workplace. Suppose everyone is a part of the decision-making. In that case, everyone should have a vested interest in the endeavor’s success.

Taylor and the Classroom

It is hard to see how Taylor’s principles apply in the classroom at the surface level. However, two ideas that come out of Taylor’s principles for teachers are the idea of fairness and dialog. A teacher must demonstrate fairness through the decisions that they make. Students will not agree with a decision at times made by a teacher, but it is important to know that the decisions teachers make are not arbitrary and capricious.

Dialog is also important. Students need to raise concerns openly even if their commands are not implemented. When people are allowed to share, they are often invested in the achievement, which is the same for many students.

Conclusion

Taylor’s principles of management were groundbreaking for them. Even after almost a century, the ideas laid down here inspire managers and leaders in various fields.