Chapter 2 Principles Of Science And Systems

January 14, 2018 | Author: Anonymous | Category: Math, Statistics And Probability
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Chapter 2 Principles Of Science And Systems

What Is Science? • Science Depends On Skepticism And Accuracy • Deductive And Inductive Reasoning Are Both Useful – Deductive: Use Existing Knowledge to Find New Facts – Inductive: Generalize from Observations

• Testable Hypotheses And Theories Are Essential Tools

Basic Principles of Science • Empiricism: Experiment and Observation • Uniformitarianism – Physical Laws Uniform in Space and Time – This is a Finding, Not An Assumption

• Parsimony (KISS: Keep it Simple, Students) – Simple isn’t Automatically Right – Unnecessarily Complex is Usually Wrong

Basic Principles of Science • Uncertainty – Theories always open to correction or Improvement – Reality Check: Atoms are Real

• Repeatability – When in Doubt, You can Repeat Observations

• Testable Questions

Testable Hypotheses And Theories • Testable Hypotheses And Theories Are Essential Tools – Commonly Used as a Criterion for Whether an Idea is Scientific – Repeat Observations, Logical Consistency – Has to be “Risky”

What Are Statistics, And Why Are They Important? • Exploring Science Understanding Probability Helps Reduce Uncertainty • Statistics Can Indicate The Probability That Your Results Were Random • Experimental Design Can Reduce Bias • Models Are An Important Experimental Strategy • Need to Understand Common Statistical Fallacies

A Few Common Statistical Fallacies • Confusing order and probability • Long runs do not make an event less probable • Long negative runs do not make an event more probable • Spurious patterns • Clusters don’t make events more or less probable. • After-the-fact probabilities • Treating non-random events as chance events • Poor memory and fakery

Systems • Systems Describe Interactions • Systems Can Be Described In Terms Of Their Characteristics • Systems May Exhibit Stability, Cyclic Behavior or Instability

• Scientific Consensus And Conflict • Detecting Pseudoscience Relies On Independent, Critical Thinking

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