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Learning Objectives
Learning Objectives
Copyright © 2004
John Wiley & Sons,Inc
Primary Data
Collection:
Experimentation
CHAPTER
Seven
Learning Objectives
Learning Objectives
Learning Objectives
1. To understand the nature of experiments.
2. To gain insight into requirements for proving
causation.
3. To learn about the experimental setting.
4. To examine experimental validity.
5. To learn the limitations of experimentation in
marketing research.
Learning Objectives
Learning Objectives
Learning Objectives
6. To compare types of experimental designs.
7. To gain insight into test marketing.
Learning Objectives
Learning Objectives
An Experiment:
The researcher changes an explanatory, independent,
or experimental variable to observe changes in the
dependent variable.
To understand the nature of experiments.
What is an Experiment?
Dependent
variable
Experimental
variable
total sales
marketing mix
advertising market share
Learning Objectives
Learning Objectives
Causal Research:
The only types of research that has the potential to
demonstrate that a change in one variable causes
some predictable change in another variable
To Demonstrate Causation:
- Concomitant Variation (Correlation
- Appropriate Time Order Of Occurrence
- Elimination Of Other Possible Causal Factors
Demonstrating Causation To understand the nature of experiments.
Learning Objectives
Learning Objectives
Scientific Definition—Causation and Causality
1. X is only one of a number of determining conditions
that caused the observed change in Y.
2. X can be a cause of Y if the presence of X makes the
occurrence of Y more probable or likely
3. One can never definitively prove that X is a cause of Y
but only infer that a relationship exists
4. Causal relationships are always inferred and never
demonstrated conclusively beyond a shadow of a
doubt.
Demonstrating Causation To understand the nature of experiments.
Learning Objectives
Learning Objectives
Concomitant Variation:
A predictable statistical relationship between two
variables
Appropriate Time Order of Occurrence:
A change in an independent variable must occur before
a change in the dependent variable
Elimination of Other Possible Causal Factors
The change in B was not caused by some factor other
than A
Demonstrating Causation To understand the nature of experiments.
Learning Objectives
Learning Objectives
Laboratory experiments:
Conducted in a controlled setting.
Advantages of laboratory experiments:
•Ability to control all variables
•Greater internal validity
Disadvantages of laboratory experiments:
•External validity
Field experiments:
Tests conducted outside the laboratory
The Experimental Setting:
Laboratory or Field
To learn about the experimental setting.
Learning Objectives
Learning Objectives
Internal and External Validity
Internal Validity:
The extent to which competing explanations can be ruled
out.
External Validity:
The extent to which causal relationships can be
generalized to outside persons, settings, and times.
Experimental Notation:
X indicates exposure
O for observation
O1 X O2 for time periods
To examine experimental validity.
Experimental Validity
Learning Objectives
Learning Objectives
Extraneous Variables: Threats to Experimental Validity
• History
• Maturation
• Instrument Variation
• Selection Bias
• Mortality
• Testing Effect
• Regression to the Mean
To examine experimental validity.
Experimental Validity
Learning Objectives
Learning Objectives
Confounding Variables—extraneous causal factors because
they confound the treatment condition
Four Basic Approaches to Control Extraneous Factors
1. Randomization
2. Physical Control
3. Design Control
4. Statistical Control
To learn about the experimental
setting
Controlling Extraneous
Variables
Learning Objectives
Learning Objectives
Experimental Design
Ex Post Facto Research—nonexperimental designs
Factors of the Experimental Design:
Researcher has control of variables and manipulates
them.
1. Treatment
2. Subjects
3. Dependent variable
4. Plan for extraneous causal factors
To learn about experimental setting
Experimental Design,
Treatment, and Effects
Learning Objectives
Learning Objectives
Treatment Variable
-Independent variable that is manipulated
Experimental Groups
1. Control Group—the group in which the independent
variable is not changed during the course of the
experiment
2. Test Group—the group that is exposed to manipulation
(change) of the independent variable
Experimental Effects
The effect of the treatment variable on the
dependent variable
To learn about experimental setting.
Experimental Design,
Treatment, and Effects
Learning Objectives
Learning Objectives
The High Cost of Experiments
• Time
• Money
Security Issues
• exposing to the actual marketplace
• competitors
Implementation Problems
• cooperation
• contamination
• lack of control group
To learn the limitations of
experimentation in marketing
research.
Limitations of Experimental
Research
Learning Objectives
Learning Objectives
Three Pre-experimental Designs
• One-Shot Case Study—pre-experimental design with no
pretest observations, no control groups, and an
aftermeasurement only
• No pretest observations
• No control group of test units
•Lacks internal validity
• One-Group Pretest-Posttest Design—pre- and
postmeasurements but no control
• Static-Group Comparison Design—pre-experinmental
To compare experimental designs.
Selected Experimental
Designs
Learning Objectives
Learning Objectives
Three Pre-experimental Designs (cont’d)
• One-Group Pretest-Posttest Design—pre- and
postmeasurements but no control group
• History
• Maturation
• Only one pretest observation
• Static-Group Comparison Design—pre-experinmental
• Absence of pretests
• Not assigned to the groups randomly
To compare experimental designs.
Selected Experimental
Designs
Learning Objectives
Learning Objectives
True Experimental Designs
• Before and After with Control Group Design
• Mortality
• History
• Solomon Four-Group Design
•Second experimental group no pretest
•Second control group only posttest measurement
• After-Only with Control Group
To compare experimental designs.
Selected Experimental
Designs
Learning Objectives
Learning Objectives
Quasi-Experiments
Developed to deal with external validity
Researcher lacks complete over the scheduling of treatment
or must assign treatment in a nonrandom manner.
Interrupted Time-Series Designs
• The treatment interrupts repeated measurements.
• Cannot control history
Multiple Time-Series Designs
• An interrupted time-series design with a control group.
To compare experimental designs.
Selected Experimental
Designs
Learning Objectives
Learning Objectives
Test Markets Defined
Any research that involves:
• Testing a new product or change in an existing
marketing strategy.
• The use of experimental or quasi - experimental
procedures
Test Market Usage and Objectives
• Estimate of market share
• Effect on sales of similar products
• Characteristics of consumers
• Behavior of competitors
To gain insight into test marketing.
Test Markets
Learning Objectives
Learning Objectives
Direct Costs of Test Marketing
Costs include:
• Commercials
• Advertising
• Media
• Research
• POP
• Coupons
• Sampling
• trade allowances
To gain insight into test marketing.
Test Markets
Learning Objectives
Learning Objectives
Indirect Costs of Test Marketing
Costs include:
• Management time
• Diversion of sales activity
• Negative impact of test market failure
• Negative trade reactions to products
• Cost of letting competitors know what the firm is doing
To gain insight into test marketing.
Test Markets
Learning Objectives
Learning Objectives
Decision To Conduct Test Marketing
Benefits
• Good estimate of product’s sales potential
• Identify weaknesses of the product and the proposed
marketing strategy
Factors to Consider
• Weight the cost and risk of failure
• Likelihood and sped product can be copied
• Damage an unsuccessful new product would inflict
To gain insight into test marketing.
Test Markets
Learning Objectives
Learning Objectives
Steps in a Test Market Study
1. Define the Objective
2. Select a Basic Approach
3. Develop Detailed Procedures for the Test
4. Select Markets for the Test
5. Execute the Plan
6. Analyze the Test Results
To gain insight into test marketing.
Test Markets
Learning Objectives
Learning Objectives
Simulated Test Markets (STM)
• uses laboratory approaches and mathematical
models to simulate test market results
Other Types of Test Marketing
• A rolling rollout
• Lead country strategy
To gain insight into test marketing.
Test Markets
Learning Objectives
Learning Objectives
• What is an Experiment?
• Demonstrating Causation
• The Experimental Setting: Laboratory or Field
• Experimental Validity
• Experimentation: Summary Of Basic Issues
• Test Markets
SUMMARY
Learning Objectives
Learning Objectives
The End
Copyright © 2002 South-Western/Thomson Learning

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Marketing Research chapter07 Data Collection.ppt

  • 1. Learning Objectives Learning Objectives Copyright © 2004 John Wiley & Sons,Inc Primary Data Collection: Experimentation CHAPTER Seven
  • 2. Learning Objectives Learning Objectives Learning Objectives 1. To understand the nature of experiments. 2. To gain insight into requirements for proving causation. 3. To learn about the experimental setting. 4. To examine experimental validity. 5. To learn the limitations of experimentation in marketing research.
  • 3. Learning Objectives Learning Objectives Learning Objectives 6. To compare types of experimental designs. 7. To gain insight into test marketing.
  • 4. Learning Objectives Learning Objectives An Experiment: The researcher changes an explanatory, independent, or experimental variable to observe changes in the dependent variable. To understand the nature of experiments. What is an Experiment? Dependent variable Experimental variable total sales marketing mix advertising market share
  • 5. Learning Objectives Learning Objectives Causal Research: The only types of research that has the potential to demonstrate that a change in one variable causes some predictable change in another variable To Demonstrate Causation: - Concomitant Variation (Correlation - Appropriate Time Order Of Occurrence - Elimination Of Other Possible Causal Factors Demonstrating Causation To understand the nature of experiments.
  • 6. Learning Objectives Learning Objectives Scientific Definition—Causation and Causality 1. X is only one of a number of determining conditions that caused the observed change in Y. 2. X can be a cause of Y if the presence of X makes the occurrence of Y more probable or likely 3. One can never definitively prove that X is a cause of Y but only infer that a relationship exists 4. Causal relationships are always inferred and never demonstrated conclusively beyond a shadow of a doubt. Demonstrating Causation To understand the nature of experiments.
  • 7. Learning Objectives Learning Objectives Concomitant Variation: A predictable statistical relationship between two variables Appropriate Time Order of Occurrence: A change in an independent variable must occur before a change in the dependent variable Elimination of Other Possible Causal Factors The change in B was not caused by some factor other than A Demonstrating Causation To understand the nature of experiments.
  • 8. Learning Objectives Learning Objectives Laboratory experiments: Conducted in a controlled setting. Advantages of laboratory experiments: •Ability to control all variables •Greater internal validity Disadvantages of laboratory experiments: •External validity Field experiments: Tests conducted outside the laboratory The Experimental Setting: Laboratory or Field To learn about the experimental setting.
  • 9. Learning Objectives Learning Objectives Internal and External Validity Internal Validity: The extent to which competing explanations can be ruled out. External Validity: The extent to which causal relationships can be generalized to outside persons, settings, and times. Experimental Notation: X indicates exposure O for observation O1 X O2 for time periods To examine experimental validity. Experimental Validity
  • 10. Learning Objectives Learning Objectives Extraneous Variables: Threats to Experimental Validity • History • Maturation • Instrument Variation • Selection Bias • Mortality • Testing Effect • Regression to the Mean To examine experimental validity. Experimental Validity
  • 11. Learning Objectives Learning Objectives Confounding Variables—extraneous causal factors because they confound the treatment condition Four Basic Approaches to Control Extraneous Factors 1. Randomization 2. Physical Control 3. Design Control 4. Statistical Control To learn about the experimental setting Controlling Extraneous Variables
  • 12. Learning Objectives Learning Objectives Experimental Design Ex Post Facto Research—nonexperimental designs Factors of the Experimental Design: Researcher has control of variables and manipulates them. 1. Treatment 2. Subjects 3. Dependent variable 4. Plan for extraneous causal factors To learn about experimental setting Experimental Design, Treatment, and Effects
  • 13. Learning Objectives Learning Objectives Treatment Variable -Independent variable that is manipulated Experimental Groups 1. Control Group—the group in which the independent variable is not changed during the course of the experiment 2. Test Group—the group that is exposed to manipulation (change) of the independent variable Experimental Effects The effect of the treatment variable on the dependent variable To learn about experimental setting. Experimental Design, Treatment, and Effects
  • 14. Learning Objectives Learning Objectives The High Cost of Experiments • Time • Money Security Issues • exposing to the actual marketplace • competitors Implementation Problems • cooperation • contamination • lack of control group To learn the limitations of experimentation in marketing research. Limitations of Experimental Research
  • 15. Learning Objectives Learning Objectives Three Pre-experimental Designs • One-Shot Case Study—pre-experimental design with no pretest observations, no control groups, and an aftermeasurement only • No pretest observations • No control group of test units •Lacks internal validity • One-Group Pretest-Posttest Design—pre- and postmeasurements but no control • Static-Group Comparison Design—pre-experinmental To compare experimental designs. Selected Experimental Designs
  • 16. Learning Objectives Learning Objectives Three Pre-experimental Designs (cont’d) • One-Group Pretest-Posttest Design—pre- and postmeasurements but no control group • History • Maturation • Only one pretest observation • Static-Group Comparison Design—pre-experinmental • Absence of pretests • Not assigned to the groups randomly To compare experimental designs. Selected Experimental Designs
  • 17. Learning Objectives Learning Objectives True Experimental Designs • Before and After with Control Group Design • Mortality • History • Solomon Four-Group Design •Second experimental group no pretest •Second control group only posttest measurement • After-Only with Control Group To compare experimental designs. Selected Experimental Designs
  • 18. Learning Objectives Learning Objectives Quasi-Experiments Developed to deal with external validity Researcher lacks complete over the scheduling of treatment or must assign treatment in a nonrandom manner. Interrupted Time-Series Designs • The treatment interrupts repeated measurements. • Cannot control history Multiple Time-Series Designs • An interrupted time-series design with a control group. To compare experimental designs. Selected Experimental Designs
  • 19. Learning Objectives Learning Objectives Test Markets Defined Any research that involves: • Testing a new product or change in an existing marketing strategy. • The use of experimental or quasi - experimental procedures Test Market Usage and Objectives • Estimate of market share • Effect on sales of similar products • Characteristics of consumers • Behavior of competitors To gain insight into test marketing. Test Markets
  • 20. Learning Objectives Learning Objectives Direct Costs of Test Marketing Costs include: • Commercials • Advertising • Media • Research • POP • Coupons • Sampling • trade allowances To gain insight into test marketing. Test Markets
  • 21. Learning Objectives Learning Objectives Indirect Costs of Test Marketing Costs include: • Management time • Diversion of sales activity • Negative impact of test market failure • Negative trade reactions to products • Cost of letting competitors know what the firm is doing To gain insight into test marketing. Test Markets
  • 22. Learning Objectives Learning Objectives Decision To Conduct Test Marketing Benefits • Good estimate of product’s sales potential • Identify weaknesses of the product and the proposed marketing strategy Factors to Consider • Weight the cost and risk of failure • Likelihood and sped product can be copied • Damage an unsuccessful new product would inflict To gain insight into test marketing. Test Markets
  • 23. Learning Objectives Learning Objectives Steps in a Test Market Study 1. Define the Objective 2. Select a Basic Approach 3. Develop Detailed Procedures for the Test 4. Select Markets for the Test 5. Execute the Plan 6. Analyze the Test Results To gain insight into test marketing. Test Markets
  • 24. Learning Objectives Learning Objectives Simulated Test Markets (STM) • uses laboratory approaches and mathematical models to simulate test market results Other Types of Test Marketing • A rolling rollout • Lead country strategy To gain insight into test marketing. Test Markets
  • 25. Learning Objectives Learning Objectives • What is an Experiment? • Demonstrating Causation • The Experimental Setting: Laboratory or Field • Experimental Validity • Experimentation: Summary Of Basic Issues • Test Markets SUMMARY
  • 26. Learning Objectives Learning Objectives The End Copyright © 2002 South-Western/Thomson Learning