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Explore various research designs, from experiments in physics to social sciences, emphasizing manipulation and randomization. Learn how designs impact causal effects and control for variables.
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Research designs by Willem E.SARIS
literature • Saris W.E. Kollege dictaat • Saris W.E. and H. Stronkhorst Introduction to causal modelling • Extra reading on causality • Winship C. and S.L.Morgan The estimation of causal effects from observational data. Annual Review of Sociology 1999 college titel en nummer
Different classifications of designs An Overview
EXPERIMENTS IN PHYSICS • 1. physical manipulation : change of pressure, change of temperature etc • 2. physical control of other variables: isolation, insulation, sterilization, sound proofing, etc. college titel en nummer
Research design • o(1) x o(2) • Difference of observation 0(2) and 0(1) indicates a possible effect of the manipulation (x). • PHYSICAL CONTROL excludes other explanations for differences in observations before and after manipulation. college titel en nummer
EXPERIMENTS IN AGRICULTURE • In order to test the quality of a fertiliser a test is done in a field. • The field is divided in two parts: One is treated with the old and the other with the new fertiliser college titel en nummer
ALTERNATIVES FOR CONTROL • Physical control is often not possible. • As a substitute is used : • RANDOM ASSIGNMENT college titel en nummer
Why Random assignment • By such a random procedure the average value for each condition is expected to be the same at the start. • RANDOM ASSIGNMENT prevents all alternative explanations like differences in soil, temperature, water etc. college titel en nummer
THE FERTILISER EXAMPLE • The field is divided in many small parts. • Each part is randomly assigned to treatment with the old or the new fertiliser. college titel en nummer
The Argument • If the fertilizers were equally good, the average crop per unit would be the same in the experimental and the control group. • x(1) o(1) • x(2) o(2) • Difference in crop [o(2) - o(1)] can only be due to differences between the fertilizers • Except for …. ? college titel en nummer
Experiments in Psychology • In psychological laboratory experiments test persons are randomly assigned to the experimental group or the control group • Then the situation is manipulated by providing the two groups with different treatments • The means (proportions) of the opinions or behavior are compared college titel en nummer
EXPERIMENTS IN SOCIAL SCIENCES • Physical control is hardly used. • Manipulation is more often possible • Random assignment is seldom possible college titel en nummer
Problems • If random assignment is not used then the groups are NON-EQUIVALENT. • This means that they differ not only in the treatment but also in other characteristics • So the effect can also be explained by other factors. college titel en nummer
CLASSIFICATION OF DESIGNS • Use of manipulation not • randomization 1 - • not 2 3 college titel en nummer
Design 1 • experimental designs • - with manipulation and • - randomization • Mainly used in psychology, communication research but recently also in political sciences and economy college titel en nummer
Design 2 • quasi experimental designs: • - with manipulation • - no randomization • Mostly used in educational research college titel en nummer
Design 3 • Observational studies: • - no manipulation • - no randomization • Used in all social sciences college titel en nummer