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The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
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Reasoning is the action of thinking about something in a logical, sensible way. It is integral to problem-solving, decision-making, and critical thinking. Reasoning can be inductive or deductive. Reasoning involves transforming information into conclusions, which is essential for problem-solving, decision-making, and critical thinking.
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Power motivation and achievement motivation are two essential social motives identified by psychologist David McClelland. These motives influence behavior in various personal and professional contexts, shaping how individuals interact with others and pursue their goals.
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Affiliation motivation is the intrinsic desire to connect with others and belong to a social group, which plays a crucial role in forming and maintaining personal relationships. This type of motivation is essential for psychological well-being, as it provides individuals with a sense of community and support. An example of this is a student who joins a study group in order to feel a sense of connection. People with high affiliation motivation actively seek social approval, take satisfaction in...
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Deductive Reasoning01:16

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Deductive reasoning, or deduction, is the type of logic used in hypothesis-based science. In deductive reasoning, the pattern of thinking moves in the opposite direction as compared to inductive reasoning, which means that it uses a general principle or law to predict specific results. From those general principles, a scientist can deduce and predict the specific results that would be valid as long as the general principles are valid.
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Inductive Reasoning00:59

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Inductive reasoning is a form of logical thinking that uses related observations to arrive at a general conclusion. It is uncertain and operates in degrees to which the conclusions are credible. As such, inductive arguments can be weak or strong, rather than valid or invalid, and conclusions can be used to formulate testable, falsifiable hypotheses.
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In Search of a Pony: Sources, Methods, Outcomes, and Motivated Reasoning.

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Evaluating policy interventions requires rigorous planning and objective assessment. Many studies rely on unsubstantiated beliefs and flawed methods like interrupted time series analysis, leading to inaccurate policy effect evaluations.

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Area of Science:

  • Health policy research
  • Biostatistics
  • Public health evaluation

Background:

  • Evaluating policy interventions is crucial for evidence-based decision-making.
  • Current assessments often lack theoretical grounding and objective evaluation.
  • Investigator beliefs frequently drive study design over falsifiable hypotheses.

Purpose of the Study:

  • To critically examine the methodologies used in policy intervention evaluations.
  • To highlight the limitations of common analytical approaches, particularly interrupted time series analysis.
  • To advocate for more rigorous and theoretically sound evaluation designs.

Main Methods:

  • Critical review of common policy evaluation methodologies.
  • Analysis of the assumptions and potential errors in interrupted time series analysis.
  • Comparison of belief-driven assessments versus hypothesis-testing approaches.

Main Results:

  • Many policy evaluations are based on unsubstantiated beliefs rather than empirical evidence.
  • Interrupted time series analysis is frequently misused, relying on flawed assumptions and analytical errors.
  • The described methods often serve to describe beliefs rather than objectively analyze policy impacts.

Conclusions:

  • There is a need for improved standards in policy intervention evaluation.
  • Methodological rigor and objective hypothesis testing are essential for valid assessments.
  • The limitations of interrupted time series analysis in policy evaluation must be recognized.