Research Methods Leadership 389 Measuring the Weight of Smoke Sometimes things that seem immeasurable can be measured well It often takes creativity and a leap of faith to figure out how to measure some things Outline How do we Know? Scientific Method Four Canons of Science Hands-on Activity Induction and Deduction Our Bias to Prove Three Approaches to Hypothesis Testing Methods of Acquiring Knowledge Non-scientific Tenacity Intuition Authority Logic Observation Scientific Science Tenacity A method of acquiring knowledge based on superstition or habit Mere exposure effect Problems with tenacity Politicians May be inaccurate Doesn’t provide for corrections Tenacity in science Intuition An approach to acquiring knowledge that is not based on reasoning or inferring Problem with intuitive approach No method for determining accurate vs inaccurate knowledge Cognitive and motivational biases affect perception Intuition in science Hypotheses derived from “hunches” Authority A basis for acceptance of information because it is acquired from a highly respected source Problem with authority: Information may be inaccurate Authority in science: Problem identification/hypothesis building Study design Data interpretation Logic The acquisition of knowledge through reasoning Problem with logic: Often doesn’t provide accurate information The original assumption may be incorrect Logic in science: Logic is vital to science! Developing hypotheses Developing method of testing hypotheses Observation The acquisition of knowledge through experience Problem with observation Cognitive and motivational biases affect perception Memory is not infallible Observation in science Science based on observation Science "There is no institution in the modern world more prestigious than science" A method or logic of inquiry The best method for acquiring knowledge Method can be broken down into a series of steps Scientific Method 1) Identifying the problem and forming a hypothesis 2) Designing the experiment Suggestion accounts for hearing satanic messages 3 groups (given different suggestion) listen to 3 records played backwards and record responses 3) Conducting the experiment Participants receive 1of 3 instruction sets and then listen to 3 tapes. Scientific Method 4) Testing the hypothesis 45 35 25 15 5 None Listen for words Listen for satanic messages -5 5) Communicating the research results Published article in The Journal of Psychology Four Canons of Science Determinism Empiricism Parsimony Testability Determinism The assumption that there is a lawfulness in nature. Science is “a search for order, for uniformities, for lawful relations among the events in nature”- Skinner Naïve determinists Cab Problem Cab involved in hit-and-run 1) 85% of cabs in the city are Green, 15% are Blue 2) A witness identified cab as blue Testing revealed the witness identified colors of cabs correctly 80% of the time (incorrectly 20%) What is the probability that the cab in the accident was blue? Cab Problem Cab involved in hit-and-run 1) Although the 2 companies are roughly equal in size, 85% of cab accidents in the city involve green cabs and 15% involve blue cabs 2) A witness identified cab as blue Testing revealed the witness identified colors of cabs correctly 80% of the time (incorrectly 20%) What is the probability that the cab in the accident was blue? Determinism Close corollary to principle of determinism: Theories Theory: Statement about causal relation between 2 or more variables Hypothesis Similar to theories but more limited in scope and less empirical support Science is Empirical To be empirical is to make observations Getting it straight from the horse’s mouth Philosophers debating the number of teeth a horse should have Biological philosopher: As member of family Equidae, they should, like a zebra, have 34. Theological philosopher: A scripturally unclean grazer, should have less than a cow: about 28 teeth Empirical philosopher: If we want to know how many teeth it has, let’s open its mouth and count. Science is Empirical Relatively modern assumption Galileo began a new science based on observation and experimentation Galileo’s main work showed a “passionate fight against any kind of dogma based on authority”- Einstein Parsimony Parsimony A.K.A. Occam’s Razor Entities must not be multiplied beyond what is necessary A problem must be stated in its basic and simplest terms AKA: Law of parsimony The simplest explanation should be preferred to more complex explanations That theory which makes the fewest number of assumptions is to be preferred over those which require a larger number of assumptions. Example: Crop circles Many adoptions of Occam’s razor Morgan’s canon Clever Hans Testability Theories should be testable Falsifiability Karl Popper ‘all swans are white’ One can always support this point by pointing to more white examples A better test would be to find a black one (Ironically, black swans were later discovered in Australia! ) Hands-On Activity: Galileo’s Dice Comparing different ways of knowing Answer the questions gamblers once asked Galileo: 400 years ago gamblers played game with 3 standard dice. Most believed the probability of rolling a 9 was the same as rolling a 10. However, some had a gut intuition that 10 was a little more likely and their casual observations supported this. Those who believed the probability was equal said that there are six combinations of number that total nine (126, 135 144, 225, 234, 333) and there are 6 combinations that total 10 (136, 145, 226, 235, 244, 334). So, they approached an authority for the answer: Galileo. I would like you to approach this problem only using one particular way of knowing. Three ways of knowing Group 1: The Logical Counter of Ways Group 2: The Logical Expected Evaluators Group 3 and 4: The Empiricists Questions Which roll do you think is most likely, a 9 or a 10? 1 2 3 4 5 6 7 not at all 8 9 extremely How confident are you of this answer? What is your best guess as to the exact probability of rolling a 9 with a fiar set of 3 dice? What about 10? How confident are you in this set of guesses? Induction and Deduction Scientists use logic to induce and deduce valid conclusions Induction Moving from data to a general theory of concept Moving from a theory to particular statements concerning data Induction Deduction Specific to general Deduction Data General to specific Theory Hypothesis Testing Wason Selection task If a card has a vowel on one side, then it has an even number on the other side E T 4 7 Hypothesis Testing Wason Selection task If a card has a vowel on one side, then it has an even number on the other side E T 2 5 4 7 A U Hypothesis Testing Wason Selection task If a card has a vowel on one side, then it has an even number on the other side E T 2 5 4 7 A U Our Bias to “Prove” Pervasive confirmatory biases Positive test bias or hypothesis confirmation bias EX: Snyder and Swann (1978) • Interview person Is he/she introvert/extrovert Given list of Qs to ask some about being introverted (in what situation do you wish you could be more outgoing?) some about being extroverted (what would you do to liven up a party 8 Extraversion questions 7 6 Introversion questions 5 4 3 Neutral questions 2 1 0 Extraversion Hypo Introversion Hypo Behavioral Confirmation Causing people to act the way you expect •Word, Zanna & Cooper (1974) –White interviewees perform “better” –White interviewers behave differently towards white and black interviewees –Trained interviewers to use “White” or “Black” style –White interviewees who get “White” style do better Approaches to Hypothesis Testing Validation Falsification Qualification Theory “People perform tasks better when in the presence of others than when alone” Validation Gather evidence to support or confirm the hypothesis Triplett (1898) Results: Noticed bicyclists performed better when riding with others Study with children performing simple task either alone or with others. Children performed better when in the presence of others compared to when alone Social facilitation Falsification Gather evidence to invalidate or disprove a hypothesis Pessin (1933) Dashiell (1930) Presence of others inhibits performance on a maze Learn nonsense syllables slower Social inhibition Qualification Attempt to identify conditions under which a hypothesis is true or not Zajonc 1965 Dominant response: Nondominant response: Well-learned or instinctive behaviors that the organism has practiced and is primed to perform Novel, complicated, or untried behaviors that the organism has never performed (or performed infrequently) Presence of others increases our tendency to perform dominant responses Social facilitation/inhibition in poolroom Players identified as above or below average Research team of 4 approached the table and observed playing Found classic facilitation/inhibition effects 80 70 60 % shots made 50 Alone Observers 40 30 20 10 0 Above average Below average