27
EXPERIMENTAL DESIGN

Experiementation causal research

Embed Size (px)

DESCRIPTION

 

Citation preview

  • 1. ExperimentalDesign Why Study Causality Conditions of Causality Types of Experiments Validity of Experiment Order of Occurrence Concomitant Covariation No other Explanation Internal External Classical Statistical

2. Pre-Experimental Design True-Experimental Design Quasi-Experimental Design One group After Only Types of Experiments Classical Statistical Completely Randomized Randomized Block Latin Square Factorial One Group Before After After Only with Experimental & Control One Group Before After Time Series Multiple Time Series Two Group Before After Two Group After Only Solomon Four Group 3. Lab Experiment Definition of Lab Experiment A process of establishing cause and Effect relationship by controlling the effect of confounding variables and manipulating the value of independent variable Controlling Training Performance Past Experience Manipulation Want to study the effect of amount of light Use different amount of light 4. Lab Experiment Different experimental groups will have same value of the confounding variables Matching Randomization All the groups will have randomly assigned members Controlling the Contaminating Effect of Exogenous Variables 5. Experiment or Measure The source of effect is only the variable whose impact we are studying Internal Validity External Validity Generalizing the results to the other settings 6. Internal Validity History Maturation Testing Instrumentation Statistical Regression Selection Bias Mortality External events affect the Response Changes because of passing Time Effect of Taking Test on Subsequent Test Effect of including of Extreme Cases Change in Measuring Instrument Experimental Group is anyway differ from Population Dropping out of the Respondents 7. Internal Validity History External events affect the Response Sales Promotion Sales Dairy Farmers Ad Independent Variable Dependent Variable Uncontrollable Variable t1 t2 t3 8. Internal Validity Maturation Changes because of passing Time Enhanced Technology Increase in Efficiency Independent Variable Dependent Variable Uncontrollable Variable t1 t2 t3 Gaining Experience 9. Internal Validity Testing Effect of Taking Test on Subsequent Test First Measure 2nd Measure Dependent Variable t1 t2 t3 Dependent Variable 10. Internal Validity Instrumentation Change in Measuring Instrument First Measure With Method 1 2nd Measure with Method 2 Dependent Variable Dependent Variable t1 t2 t3 11. Internal Validity & External Validity Statistical Regression Population Sample Effect of including of Extreme Cases 12. Internal Validity & External Validity Selection Bias Effect Effect of including those who do not represent the Population Population Sample 13. Internal Validity & External Validity Mortality Dropping subjects from the sample overtime Sample t1 Sample t2 Sample t3 14. Internal Validity Instrumentation Effect Change in the Instrument from Pre to post test Pre Test What is the speed of the participant Post Test How well they followed the rules 15. Types of Experimental Design & Validity Quasi Experimental Design Measure the effect of IV on experimental Group Pretest & Posttest Experimental Group Design Posttest Only With Experimental & Control Groups Time series Design 16. Quasi Experimental Design Pretest & Posttest Experimental Group Design Group Pretest Treatment Posttest Experimental O1 X O2 Control - - - Treatment Group = (O2- O1) Internal Validity History Yes Maturation Yes Testing Yes Instrumentation Statistical Regression Selection Bias Mortality Yes 17. Quasi Experimental Design Posttest only with Experimental & Control Group Group Pretest Treatment Posttest Experimental - X O1 Control - - O2 Treatment Group = (O1- O2) Internal Validity History Yes Maturation Yes Testing Instrumentation Statistical Regression Selection Bias Mortality Yes 18. Quasi Experimental Design Time Series Design Internal Validity History Maturation Testing Instrumentation Statistical Regression Selection Bias Mortality O1 O2 O3 O4 O5 X O6 O7 O8 O9 O10 19. Types of Experimental Design & Validity True Experimental Design It has both control and experimental Group Pre and Post Measure are taken Pretest & Posttest Experimental & Control Group Design Solomon Four Group Design Time series Design 20. True Experimental Design Pretest & Posttest with Experimental & Control Group Group Pretest Treatment Posttest Experimental O1 X O2 Control O3 - O4 Treatment Group = (O2- O1) - (O4- O3) Internal Validity History Controlled Maturation Controlled Testing Controlled Instrumentation Controlled Statistical Regression Controlled Randomization Selection Bias Controlled Randomization Mortality Yes 21. True Experimental Design Solomon Four Group Design Group Pretest Treatment Posttest Experimental O1 X O2 Control O3 - O4 Experimental X O5 Control O6 Treatment Group = (O2 - O1) - (O4 - O3) Internal Validity History Controlled Maturation Controlled Testing Controlled Instrumentation Controlled Statistical Regression Controlled Randomization Selection Bias Controlled Randomization Mortality Yes E = O2 O1 E = O2 O4 E = O5 O6 E = O5 O3 E = (O2 O1) (O4 O3) If All E are similar the Causal relation is established 22. True Experimental Design Ex Post Facto Design There is no manipulation of independent variable only the subjects who have already been exposed to a stimulus and those who have not been exposed to are compared. 23. Completely Randomized Design Group Before Treatment After G1 O1 X1 O2 G2 O3 X2 O4 G3 O5 X3 O6 Statistical Design 24. Randomized Block Design Blocking Factor Ind Var B1 B2 B3 V1 X1 X1 X1 V2 X2 X2 X2 V3 X3 X3 X3 Statistical Design 25. Latin Square Design (Two Blocking Variables) Blocking Factor1 Blocking Factor2 B11 B12 B13 B21 X1 X1 X1 B22 X2 X2 X2 B23 X3 X3 X3 Statistical Design 26. Factorial Design Ind Var2 Ind Var1 V21 V22 V23 V11 V12 V13 Statistical Design