experimental research. experiment a research investigation in which conditions are controlled one...
TRANSCRIPT
Experimental Research
EXPERIMENTEXPERIMENT
A RESEARCH INVESTIGATION IN WHICH CONDITIONS ARE CONTROLLED
ONE INDEPENDENT VARIABLE IS MANIPULATED (SOMETIMES MORE THAN ONE)
ITS EFFECT ON A DEPENDENT VARIABLE IS MEASURED
TO TEST A HYPOTHESIS
Manipulation of the Independent Variable
Selection of Dependent Variable
Assignment of Subjects (or other Test Units)
Control Over Extraneous Variables
Basic Issues of Experimental DesignBasic Issues of Experimental Design
•Classificatory Vs. Continuous Variables
•Experimental and Control Groups
•Treatment Levels
•More Than One Independent Variable
Manipulation of Independent VariablesManipulation of Independent Variables
Experimental treatments are the alternative manipulations of the independent variable being investigated.
DEPENDENT VARIABLEDEPENDENT VARIABLE
Its value is expected to be dependent on the experimenter’s manipulation
Criterion or standard by which the results are judged
• Selection- e.g., sales volume, awareness, recall
• Measurement
Dependent VariableDependent Variable
TEST UNITS - subjects or TEST UNITS - subjects or entities whose response to the entities whose response to the experimental treatment are experimental treatment are measured or observed.measured or observed.
•Constant Error
•Random Errors
Two Types of Experimental ErrorTwo Types of Experimental Error
•Elimination of Extraneous Variables
•Constancy of Conditions
•Order of Presentation
•Blinding
•Random Assignment
Controlling Extraneous VariablesControlling Extraneous Variables
DEMAND DEMAND CHARACTERISTICSCHARACTERISTICS
EXPERIMENTAL PROCEDURES THAT INTENTIONALLY HINT TO SUBJECTS SOMETHING ABOUT THE EXPERIMENTER’S HYPOTHESIS
• Guinea Pigs
• Hawthorne Effect
Demand CharacteristicsDemand Characteristics
Field vs. Laboratory ExperimentField vs. Laboratory Experiment
Laboratory Experiment Field Experiment
Artificial-Low Realism
Few ExtraneousVariables
High control
Low Cost
Short Duration
Subjects Aware ofParticipation
Natural-High Realism
Many ExtraneousVariables
Low control
High Cost
Long Duration
Subjects Unaware ofParticipation
WHEN IS AN EXPERIMENT WHEN IS AN EXPERIMENT INTERNAL VALIDITY?INTERNAL VALIDITY?
INTERNAL VALIDITY – Confidence that the only cause of change in the dependent variable came because of a change in the independent variable.
Did the manipulation do what it was supposed to do?
• History
• Maturation
• Testing
• Instrumentation
• Selection
• Mortality
Factors Influencing Internal ValidityFactors Influencing Internal Validity
Type of Extraneous VariableType of Extraneous Variable ExampleExample
History - specific events in theEnvironment between the Beforeand After Measurement That Are beyond the Experimenter’s Control
Maturation - subjects Changeduring the Course of the Experiment
Testing - The Before Measure Alertsor Sensitizes Subject to Nature of Experiment or Second Measure.
A Major EmployerCloses Its Plant inTest Market Area
Subjects Become Tired
Questionnaireabout the TraditionalRole of Women Triggers Enhanced Awareness of Womenin an Experiment.
Other FactorsOther Factors ExampleExample
Instrument - Changes inInstrument Result in Response Bias
Selection - Sample SelectionError Because of DifferentialSelection Comparison Groups
Mortality - Sample Attrition; some Subjects Withdraw from Experiment
New Questions aboutWomen are InterpretedDifferently from EarlierQuestions.
Control Group and Experimental Group IsSelf-Selected GroupBased on Preference forSoft Drinks
Subjects in One Groupof a Hair Dying Study Marry Rich Widows and move to Florida
HOW CAN INTERNAL VALIDITY HOW CAN INTERNAL VALIDITY BE INCREASE?BE INCREASE?
• Control Group
• Random Assignment
• Pretesting and Posttesting
• Posttest Only
Increasing Internal ValidityIncreasing Internal Validity
WHAT ARE THE DIFFERENT BASIC WHAT ARE THE DIFFERENT BASIC EXPERIMENTAL DESIGNS?EXPERIMENTAL DESIGNS?
• One Shot Design (After Only)
• One Group Pretest-Posttest
• Static Group Design
Quasi-Experimental DesignsQuasi-Experimental Designs
ONE SHOT DESIGN (AFTER ONLY)
X O1
One Group Pretest-Posttest
O1 X O2
Static Group Design
Experimental Group X O1 Control Group O2
• Pretest - Posttest Control Group Design
• Posttest Only Control Group
• Solomon Four Group Design
Three Good Experimental DesignsThree Good Experimental Designs
Pretest-Posttest Control Group Design
Experimental Group O1 X O2
Control Group O3 O4
Posttest Only Control Group
Experimental Group R X O1
Control Group R O2
Solomon Four Group Design
Experimental Group 1: R O1 X O2
Control Group 1: R O3 O4
Experimental Group 2: R X O5
Control Group 2: R O6
Chinese Food Study Traditional Choice Studies
Choose one from several (e.g. One meal from three, or none of the above)
Paid to participate, regardless of answers
Incentive Choice Study Choose one from several, chance you
will have to live with your choice Get $ - cost of a meal + meal
Chinese Food Study Pilot Study
41 Participants. Study conducted in BAB classroom. All choose some meals during regular
choice task. 21 did not choose a meal, when they
had to pay.
Chinese Food Study Actual Study
108 Participants. Study conducted in New China Town
Restaurant. All but 8 choose a meal in final task. Data more informative, can predict
better, when participants have to live with their choices.
Chinese Food Study
Attribute Levels
Soup No Soup Hot & Sour Soup Egg Drop Soup Rice/Noodle White Rice Brown Rice Noodles
Sauce
Brown Sauce Szechuan Sauce (Hot and Spicy)
Sweet and Sour Sauce
Vegetables
No Vegetables Standard Vegetables* Tofu & Exotic Vegetables**
Meat No Meat Beef Chicken Shrimp Spring Roll Vegetable Spring Roll Pork Spring Roll
Quantity Pint Quart (2 Pints) Price $3.99 $4.99 $5.99
* Standard Vegetables: (Includes common vegetables that you would find in a supermarket, e.g. broccoli, green peppers, green beans, mushrooms, snow peas, …) ** Exotic Vegetables: (Includes vegetables usually found in Asia, e.g., bamboo shoots, Shanghai Bokchoy, Green Mustard, Chinese egg
Chinese Food Study
Choice Set 1
Attributes Meal 1 Meal 2 Meal 3 Soup Hot & Sour Hot & Sour Hot & Sour
Rice/Noodle Noodles White Rice Brown Rice Sauce
Brown Sauce
Szechuan Sauce Sweet and Sour
Sauce Vegetables
No Vegetables
Standard
Vegetables Tofu & Exotic
Vegetables Meat No Meat Beef Chicken
Spring Roll Vegetable Pork Pork Quantity Pint Pint Quart
Price $3.99 $5.99 $5.99 Please indicate which meal you would choose (circle your choice).
Meal 1 Meal 2 Meal 3 None of the Above
Chinese Food StudyDescription of Possible Meals
Attributes Meal 1 Meal 2 Meal 3 Meal 4 Meal 5 Meal 6 Meal 7 Meal 8 Meal 9 Meal 10
SOUP None Hot & Sour
Soup Egg Drop
Soup None
Hot & Sour Soup
None None Egg Drop
Soup Hot & Sour
Soup Egg Drop
Soup
Rice/Noodles Brown Rice
Brown Rice
Noodles Brown Rice
Brown Rice
White Rice Brown Rice
White Rice Noodles White Rice
Type of Sauce Brown Sauce
Sweet and Sour Sauce
Brown Sauce
Sweet and Sour Sauce
Brown Sauce
Brown Sauce
Szechwan Sauce
Sweet and Sour Sauce
Sweet and Sour Sauce
Szechwan Sauce
Type of Vegetables
Tofu & Exotic
Vegetables
No Vegetables
Standard Vegetables
Tofu & Exotic
Vegetables
Standard Vegetables
Tofu & Exotic
Vegetables
Standard Vegetables
Standard Vegetables
Tofu & Exotic
Vegetables
Standard Vegetable
s
Type of Meat No Meat Shrimp Chicken Shrimp Shrimp Beef Beef Shrimp Shrimp No Meat
Spring Roll Pork
Spring Roll Vegetable
Spring Roll Vegetable
Spring Roll Vegetable
Spring Roll Pork
Spring Roll Vegetable
Spring Roll Vegetable
Spring Roll Vegetable
Spring Roll Pork
Spring Roll
Vegetable Spring Roll
Quantity Pint Quart Quart Pint Pint Quart Quart Quart Pint Quart
Price $4.99 $5.99 $4.99 $5.99 $4.99 $3.99 $4.99 $5.99 $3.99 $4.99
Chinese Food StudyDescription of Possible Meals
Attributes Meal 11 Meal 12 Meal 13 Meal 14 Meal 15 Meal 16 Meal 17 Meal 18 Meal 19 Meal 20
SOUP Hot & Sour
Soup Hot & Sour
Soup None
Egg Drop Soup
Hot & Sour Soup
None Egg Drop
Soup Hot & Sour
Soup Hot & Sour
Soup None
Rice/Noodles White Rice White Rice Noodles Noodles Brown Rice
White Rice Noodles Noodles Noodles Noodles
Type of Sauce Brown Sauce
Szechwan Sauce
Szechwan Sauce
Brown Sauce
Sweet and Sour Sauce
Brown Sauce
Sweet and Sour Sauce
Brown Sauce
Szechwan Sauce
Sweet and Sour Sauce
Type of Vegetables
Tofu & Exotic
Vegetables
Tofu & Exotic
Vegetables
No Vegetables
Standard Vegetables
Tofu & Exotic
Vegetables
Standard Vegetables
Standard Vegetables
No Vegetables
Tofu & Exotic
Vegetables
Tofu & Exotic
Vegetables
Type of Meat Beef Shrimp Beef Beef Shrimp No Meat Chicken Beef Chicken No Meat
Spring Roll Vegetable
Spring Roll Pork
Spring Roll Pork
Spring Roll Pork
Spring Roll Vegetable
Spring Roll Vegetable
Spring Roll Vegetable
Spring Roll Pork
Spring Roll Pork
Spring Roll Vegetable
Spring Roll
Quantity Pint Pint Pint Quart Quart Pint Pint Quart Quart Pint
Price $3.99 $4.99 $3.99 $5.99 $5.99 $3.99 $3.99 $4.99 $5.99 $4.99
Chinese Food Study (Results)
Top Choice* Top Two Choices** Model No. Correct Total No. Percentage No. Correct Total No. Percentage ICC 13 27 48.14 16 27 59.26 HCC 7 27 25.93 7 27 25.93 ICVM 4 27 14.81 6 27 22.22 HCVM 2 27 7.41 7 27 25.93
* predicting top choice from 21 possible alternatives * *predicting either top choice or second choice from 21 possible alternatives
Chinese Food Study (Results)
Summary of Parameter Estimates for Random Effects Logit Analysis
Parameter Intercept Hot &Sour
Soup Egg Drop
Soup Brown Rice*
Noodles*
Szechwan Sauce**
Sweet &Sour Sauce**
ICC Slope (Mean) 2.62 -0.76 0.43 0.28 0.42 -0.17 0.01 Slope (Std) 0.65 0.59 0.47 0.48 0.54 0.59 0.52 Slope (Het) 0.82 7.15 3.11 0.99 1.18 4.91 3.13
HCC Slope (Mean) 0.67 0.56 0.55 0.58 -0.09 0.38 0.14 Slope (Std) 0.57 0.45 0.50 0.52 0.52 0.41 0.36 Slope (Het) 1.55 1.58 3.46 3.05 3.44 1.78 0.89
* with respect to White Rice. ** with respect to Brown Sauce.
Summary of Parameter Estimates for Random Effects Logit Analysis
Parameter Standard
Vegetables Exotic
Vegetables Beef
Chicken
Shrimp
Pork Spring
Roll* Quart
Price
ICC Slope (Mean) 1.46 0.23 2.66 3.42 2.48 -0.60 0.40 -1.59 Slope (Std) 0.44 0.52 0.49 0.64 0.61 0.47 0.39 0.19 Slope (Het) 1.02 2.99 2.07 6.14 5.44 3.74 1.26 0.44
HCC Slope (Mean) 1.85 1.00 3.65 4.11 3.28 -0.80 1.29 -0.99 Slope (Std) 0.44 0.55 0.91 0.93 0.91 0.51 0.46 0.26 Slope (Het) 0.49 3.84 1.76 2.68 4.53 2.90 2.93 0.20
* with respect to Vegetable Spring Roll.
TEST MARKETINGTEST MARKETING
EXPERIMENTAL PROCEDURE OPPORTUNITY TO TEST A NEW PRODUCT NEW MARKETING PLAN UNDER
REALISTIC MARKET CONDITIONS
MEASURE SALES OR PROFIT POTENTIAL.
SELECTING A TEST MARKETSELECTING A TEST MARKET
POPULATION SIZE DEMOGRAPHIC COMPOSITION LIFESTYLE CONSIDERATIONS COMPETITIVE SITUATION MEDIA SELF-CONTAINED TRADING AREA SECRECY
CONTROL METHODCONTROL METHOD OF TEST MARKETING OF TEST MARKETING
SMALL CITY LOW CHANCE OF BEING DETECTED DISTRIBUTION IS FORCED (GUARANTEED)
ADVANCED EXPERIMENTAL DESIGNSADVANCED EXPERIMENTAL DESIGNSARE MORE COMPLEXARE MORE COMPLEX
COMPLETELY RANDOMIZED
RANDOMIZED BLOCK DESIGN
LATIN SQUARE
FACTORIAL