Advanced quantitative methods that can be applied to criminal justice data

One of the most advanced quantitative methods that can be applied to criminal justice data is mediation and moderation analysis. After reading the two articles by Pick and Teo (2017) and Pais (2017), as well as the articles by Hayes and others, what are the advantages of applying this analysis? How do an inadequate design, a flawed analysis strategy, and lack of attention to assumptions affect the use of mediation and moderation analysis? How does the researcher’s lack of theoretical framework concerning variables affect the application of mediation and moderation analysis?

 

Sample Solution

Moderated mediation analysis is a valuable technique for assessing whether an indirect effect is conditional on values of a moderating variable. Moderated mediation models are particularly useful when there is interest in understanding both why and under what conditions variables are related to one another. This combined model provides an opportunity to simultaneously investigate contingent and indirect effects. The moderator variable might change the strength of the relationship from high to low. An example within the criminal justice field is if you expected that the number of crimes committed related to the number of convicted individuals sent to prison. However, that relationship may not always be true, and a variable such as type of crime may be a moderator.

y of Fiedler’s Contingency Theory of Leadership, Tuckman’s Model of Group Development, Belbin’s Team Theory, and Herzberg’s Two Factor Theory in practice, and how complexities like power and influence shape how they can be applied to best suit the situation a leader faces.

Leadership Contingency based theories of leadership suggest that there is no correct or best way to lead a group, or organisation, due to the significant number of constraints on a situation (Flinsch-Rodriguez, 2019). Fiedler, in his Contingency Theory of Leadership (Fiedler, 1967), suggests that the effectiveness of a group is dependent on the leadership styles of the leader and their favourability to the situation. Much of the theory is established around the least preferred co-worker scale (LPC). The LPC aims to quantify a potential leaders approach to a task on a scale of relationship motivated to task motivated, where the leader fits on the scale allows their most favourable situation to be deduced, and thus allows the identification of suitable leaders for tasks. The favourableness of the situation depends on three characteristics: leader-member relations, the support and trust the leader as from the group; task structure, the clarity of the task to the leader; and positional power, the authority the leader has to assess a groups performance and give rewards and punishments (Fiedler, 1967). If the leaders approach matches what is required from the situation then success is predicted for the group. Fiedler’s contingency model offers a very austere categorisation of leadership, clearly defining which situations will and will not result in success for a potential leader. At the senior management level of a hierarchal structure within an organisation the theory can be applied freely, firstly due to the ease at which persons can be replaced if their LPC score does not match that required of the situation (Pettinger, 2007). Secondly, and most importantly, is to ensure that the senior management are best equipped to lead the organisation successfully. However, further down the hierarchy Fielder’s contingency theory begins to hold much less relevance, it becomes impractical from a organisational perspective due to the number of people at this level of leadership. The logistics of matching the leader with their least preferred co-worker is impos

This question has been answered.

Get Answer
WeCreativez WhatsApp Support
Our customer support team is here to answer your questions. Ask us anything!
👋 Hi, Welcome to Compliant Papers.