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Chapter 020
- 1. 1Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Chapter 20
Collecting and Managing Data
- 2. 2Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Planning Data Collection
Identify the data to be collected
Research questions, objectives, or hypotheses
Cost
Time
Availability of assistance
Consistency
Data collection forms
Code book
Pilot test
- 3. 3Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Data Collection Modes
Interview
Observations
Focus groups
Self-administered surveys
Medical records
Government records
Electronic Data Collection
Phones and PDAs
- 4. 4Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Four Factors of Decision-Making
Purpose and complexity
Availability of financial and physical resources
Characteristics of study participants and
gaining access to them from the population
Skills and preferences as a researcher
- 5. 5Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Factors Influencing Data
Collection
Cost
Measurement tools
Consultation with Statistician
Time
Recruiting and enrolling of subjects
Unexpected events
Consistency
Time of year, days, hours
Interrater reliability
- 6. 6Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Availability of Assistance
Research assistant
Physician
Nurses
Other health professionals
- 7. 7Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Coding
Data collection forms
Demographics
Patient record, observations, physiologic values
Coding is the process of transforming data
into numerical symbols
Mutually exclusive and exhaustive
Code book with meanings
Master list stored and encrypted
One instrument or booklet for several instruments
- 8. 8Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Detailed Plan
Who
What
When
Where
Why
How
- 9. 9Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Decision Points
Subjects meeting inclusion/exclusion
Understanding by subjects for informed
consent
Comprehension of instructions
All data provided by subject
- 10. 10Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Developing a Code Book
Identify and define each variable
Abbreviated variable name
Descriptive label
Range of possible numerical values for
variables
Missing values
Provide details to data collectors
Pilot study
- 11. 11Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Collecting Data
Data collection tasks
Maintaining control
Problem-solving
Data collection problems
People problems
Samples
Attrition
Subject as object
External influences on subjects
- 12. 12Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Collecting Data (Cont’d)
Researcher problems
Researcher interactions
Lack of skill in data collection techniques
Researcher role conflict
Maintaining perspective
Institutional problems
Event problems
Serendipity
Staying on track
- 13. 13Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Support Systems
Academic committees
Institutional support
Colleague support
Data safety and monitoring board
- 14. 14Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Managing Data
Large databases
Prepare for computer entry
Missing data
Two responses to questions
Marked responses between two choices
Written answers
Data entry period
Distractions avoided
Limit entry periods
Storage and retrieval of data