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1Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Chapter 20
Collecting and Managing Data
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
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
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
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
6Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Availability of Assistance
 Research assistant
 Physician
 Nurses
 Other health professionals
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
8Copyright © 2013, 2009, 2005, 2001, 1997 by Saunders, an imprint of Elsevier Inc.
Detailed Plan
 Who
 What
 When
 Where
 Why
 How
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
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
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
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
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
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

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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