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Methods & tools of
data collection
By: Tamrat S.
Module VI
Content
 Data Collection methods/qualitative Vs.
Quan.
 Tools for data collection – types,
characteristics and their development
10/26/2023
2
Data collection
 Data- is any information that has been
collected, observed, generated or created
to validate original research findings
 Data Collection method: The process by
which the researcher collects the
information needed to answer the research
problem
 Data : -is raw material that is to be
processed
 Information:- is the processed data
10/26/2023
3
Data Collection
 The 5 W’s of data collection are:
1. What data is to be collected?
2. From whom data is to be collected?
3. Who will collect data?
4. From where the data will be collected?
5. When is the data collected?
10/26/2023
4
Data Collection Method
• Involves data collection directly from
the subjects by the researcher or
trained data collector.
• Data collected are specifically for the
purpose of research e.g. Surveys,
Interview, Observations etc
Primary Data
collection
method
• It involves of use of the data that were
collected for various purposes other
than current research.
• Eg., diaries, nurses notes, care plans,
patient medication record, statistical
abstracts, census reports neither
published or unpublished data
Secondary
Data
collection
method
NB: Both do have their own pros and cons
5
Tools for Data Collection
A device/instrument used by the researcher to collect data
(to measure the concept of interest)
 Self report:
 Questionnaire, attitude scale, semantic differential scale, visual
analogue scale.
 Observation :
 Check list, Process recording video tapes etc.,
 Bio physiological :
 In-vitro
 In-vivo
 Checklists – used for observation and record review
 Interview guide – used in unstructured interviews
 Questionnaire – used for interviewing and self-administered questionnaire
6
Types of Data Collection
Methods
1. Self reports
 Interview
 Unstructured
 Semi structured
 Structured
questionnaire
 SAQ
2. Observational method
3. Bio-physiologic
measurements
4. Psychometric
measurements
5. Other - projective
technique
10/26/2023
7
• Various steps or strategies used for gathering
and analyzing data in a research
10/26/2023
8
The selection method for collecting data
depends on:
 Availability of resources
 Credibility
 Analysis and reporting_
 The skill of the evaluator/researcher
Self - Reports
 It is a method in which information is
gathered by questioning people.
 By questioning, good amount of
information can be gathered.
 Self – Reports/2/
 Interview methods
 Self administered questionnaire (SAQ)
10/26/2023
9
10/26/2023
10
Qualitative Self-
Reports
Interview
 Most common method in qualitative and
descriptive studies.
 Investigator collect data directly from the
participants by having face to face contact, to
obtain factual data about opinion, attitude etc.
10/26/2023
11
Interview: Benefits
 Provides in–depth and detailed information
 Data from illiterate subjects
 Higher Response
 Clarify mis-understanding
 Ask questions at several levels
 Helps to gather supplementary information
 Use of special devices
 Accuracy can be checked
 Flexible and adaptable 10/26/2023
12
In-depth interview
 In-depth interview is a technique designed
to elicit a vivid picture of the participants’
perspective on the research topic on
individual basis.
Key informant interview?
 Applied for more knowledgeable people
about local issues, study theme, more
expert, give more depth and breadth
information.
13
Transcriptions, translation?
 When to do transcription ?
 Verbatism?
 Translation?
14
Focus – Group
 In this interviews, homogenous group of 6-10
people whose opinions and experiences are
solicited simultaneously.
 The interviewer/ researcher guide the
discussion according to written set of questions
or topics.
 It is a planned discussion.
 Duration of the discussion ranges from 1.5-2
hours.
 All the verbal & non-verbal information is
recorded
 Ample opportunity is given to respondents to
10/26/2023
15
Focus – Group Interviews
10/26/2023
16
• Advantages
1. Efficient and can
generate a lot of
information.
2. Stimulates new ideas
and creative concepts
3. Involves many
participants at one time.
4. Participants may feel
comfortable to answer in
a group with similar
interests.
• Disadvantages
1. Chances of client or
researcher’s bias.
2. May be difficult to
moderate by one
person.
3. Data difficult to code,
analyze and interpret.
4. Focus group may not be
representative of entire
population.
For further reading/additional types qual self
reports
 Joint Interviews
 Life Histories
 Critical Incidents
 Diaries and Journals
 Photo- Elicitation Interviews
17
10/26/2023
18
Quantitative Self-Reports
Questioning
 This method allows the researcher to
gather information by asking the questions
orally (interview) or by means of a formal,
written document (questionnaire).
 Questionnaire - is a structured instrument
consisting of a series of questions
prepared by researcher on a paper and
that a subject is asked to complete either
through pencil or through a computer and
is used to gather data r/t phenomenon
under study. 10/26/2023
19
Questioning
• The instrument is called a SAQ when
respondents complete the instrument
themselves, usually in a paper & pencil format.
• SAQ also known as ‘survey’
• NB: How To prepare the SAQ?
• Methods of Questionnaire Administration:
1. Direct Administration-Researcher will distribute
the questionnaire and respondent answer items
by writing or checking against correct response.
2. Post or e-mail including all electronic means
(Mailed questionnaire)
10/26/2023
20
Questionnaire: Types of
Questions
• Open-ended questions
• Provide opportunity to the respondents to
express their opinions and answers in their
own way. No predetermined set of
responses.
• Provide true, insightful and unexpected
suggestions.
Example:
• What did you do when you discovered you
had AIDS? 10/26/2023
21
Questionnaire: Types of
Questions
• Closed-ended questions
• Closed–ended questions or fixed-
alternative questions- Response
alternatives are pre-specified by the
researcher.
• Facilitate easy statistical analysis.
• Can be asked to different groups at
different intervals.
10/26/2023
22
Questionnaire: Types of
Questions
• Closed-ended questions
 Dichotomous Questions
 Multiple-choice Questions
 Rank-order Questions
 Rating Questions
 Likert Questions
 Matrix Questions
10/26/2023
23
Scales
 Scale is a device designed to assign a
numeric score to people to place them on
a continuum with respect to attributes
being measured.
 Used to measure subjective variables
objectively
 Measuring the score between two opposite
concepts tells about the attitude of a
subject towards the direction of positive or
negative attitude in a scale.
10/26/2023
24
Scales: Types/ Reading assignment
Likert Scale
Semantic
Differential Scale
Visual Analogue
Scale
10/26/2023
25
OBSERVATION
Participant Vs. Non.
10/26/2023
26
Observation
• It is a technique of collecting all the data
or acquiring information through
occurrences that can be observed
through senses, with or without
mechanical devices.
• Use to :
 understand an ongoing process or
situation.
 gather data on individual behaviors or
interactions between people.
 know about physical setting.
10/26/2023
27
Observation……
Advantages:
 Collect data where and when an event or
activity is occurring.
 Does not rely on people’s willingness or ability
to provide information.
 Validity of data is more.
Disadvantages:
 Susceptible to observer’s biases
 Expensive & Time consuming
 Do not provide data about the rationale of
people’s activities
10/26/2023
28
Observation
Observation/tools to be used
Checklist
Video Recording
10/26/2023
29
Checklist
 Checklists includes several items on a
topic and require same response format of
all items
 It consists of a list of items with a place to
check or to mark “Yes or No”.
 A checklist enables the observer to record
presence or absence of trait
 It consists of a listing of steps, activities,
and behaviours which the observer
records when an incident occurs
 Useful for evaluating skills, behaviour,
10/26/2023
30
Checklist: Example
Sr.
No
Behaviors Remarks
Yes No
1. Explains procedure
2. Arrange equipment for convenient use
3. Prepares patient
4. Washes hands
5. Maintains aseptic techniques
6. Removes dressing
7. Observes condition of wound
8. Cleans wound
9. Applies dressing
10. Makes patient comfortable
11. Complete charting
To evaluate student’s performance during surgical
dressing
10/26/2023
31
BIO-PHYSIOLOGICAL METHODS
10/26/2023
32
Bio-Physiological Methods
• It involves the collection of bio-
physiological data from subjects by using
the specialized equipment to determine
physical and biological status of objects
• Purpose:
 To study physiological outcome of care
 To evaluate medical interventions
 To study correlation of physiological
functioning in patients with health
problems 10/26/2023
33
Bio-Physiological Methods: Types
In vivo
• Performed directly to measure
processes occurring internally within
living organisms through medical or
surgical instruments
• E.g. BP Monitoring
In vitro
• Physiological processes are measured
and analyses done outside the
organism
• E.g. Blood tests, X-Ray, CT- Scan,
MRI, PET Scan, Culture & Sensitivity
Tests etc.
10/26/2023
34
Bio-Physiological Methods
10/26/2023 35
Advantage
 More accurate and error-
less
 More objective in nature
 Provide valid measures
for targeted variables
Disadvantage
 Requires use of
expensive instruments
 Requires significant
amount of training,
knowledge & experience
 Use of instruments may
cause fear & anxiety
 May have harmful effects
on participants such as
repeated X-Ray exposure
Quality of tools
• An ideal data collection procedure is one
that captures a construct in such a way
that is relevant, credible, accurate, truthful
and sensitive.
• Criteria for assessing quantitative tools are
 Validity
 Adopting from valid previous literatures
10/26/2023
36
37
Which method
would be best to
use in data collection?
Importance of Combining Different Data
Collection Techniques
 Combined Different Data Collection Techniques:
 complement each other for their advantages
and disadvantages
 reduce the chance of bias
 give a more comprehensive understanding of
the topic under study
Reading Ass’t: Bias in Data Collection
38
Data collection process
39
Permission to proceed
 Obtaining consent from the relevant authorities,
individuals and the community in which the project
is to be carried out
Data collection
 Logistics:
 who will collect what,
 when and
 with what resources
Data collection…
40
 Quality control:
– Prepare a field work manual
– Select your research assistants
– Train research assistants
– Supervision
– Check for completeness and accuracy
Data handling
 Number questionnaires
 Identify the person responsible for storing data and
the place where it will be stored
Pre-test
41
 It refers to a small-scale trial of particular research
components
 data-collection tools
clarity of language,
acceptability of questions,
accuracy of translation,
time needed to administer the questionnaire,
need to pre-categorize some answers,
need for additional instructions
42
 Availability and willingness of respondents
 Sampling procedures
 Procedures for data processing and analysis
 work plan and budget for research activities
43
Thank You

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DATA COLLECTION.ppt

  • 1. Methods & tools of data collection By: Tamrat S. Module VI
  • 2. Content  Data Collection methods/qualitative Vs. Quan.  Tools for data collection – types, characteristics and their development 10/26/2023 2
  • 3. Data collection  Data- is any information that has been collected, observed, generated or created to validate original research findings  Data Collection method: The process by which the researcher collects the information needed to answer the research problem  Data : -is raw material that is to be processed  Information:- is the processed data 10/26/2023 3
  • 4. Data Collection  The 5 W’s of data collection are: 1. What data is to be collected? 2. From whom data is to be collected? 3. Who will collect data? 4. From where the data will be collected? 5. When is the data collected? 10/26/2023 4
  • 5. Data Collection Method • Involves data collection directly from the subjects by the researcher or trained data collector. • Data collected are specifically for the purpose of research e.g. Surveys, Interview, Observations etc Primary Data collection method • It involves of use of the data that were collected for various purposes other than current research. • Eg., diaries, nurses notes, care plans, patient medication record, statistical abstracts, census reports neither published or unpublished data Secondary Data collection method NB: Both do have their own pros and cons 5
  • 6. Tools for Data Collection A device/instrument used by the researcher to collect data (to measure the concept of interest)  Self report:  Questionnaire, attitude scale, semantic differential scale, visual analogue scale.  Observation :  Check list, Process recording video tapes etc.,  Bio physiological :  In-vitro  In-vivo  Checklists – used for observation and record review  Interview guide – used in unstructured interviews  Questionnaire – used for interviewing and self-administered questionnaire 6
  • 7. Types of Data Collection Methods 1. Self reports  Interview  Unstructured  Semi structured  Structured questionnaire  SAQ 2. Observational method 3. Bio-physiologic measurements 4. Psychometric measurements 5. Other - projective technique 10/26/2023 7 • Various steps or strategies used for gathering and analyzing data in a research
  • 8. 10/26/2023 8 The selection method for collecting data depends on:  Availability of resources  Credibility  Analysis and reporting_  The skill of the evaluator/researcher
  • 9. Self - Reports  It is a method in which information is gathered by questioning people.  By questioning, good amount of information can be gathered.  Self – Reports/2/  Interview methods  Self administered questionnaire (SAQ) 10/26/2023 9
  • 11. Interview  Most common method in qualitative and descriptive studies.  Investigator collect data directly from the participants by having face to face contact, to obtain factual data about opinion, attitude etc. 10/26/2023 11
  • 12. Interview: Benefits  Provides in–depth and detailed information  Data from illiterate subjects  Higher Response  Clarify mis-understanding  Ask questions at several levels  Helps to gather supplementary information  Use of special devices  Accuracy can be checked  Flexible and adaptable 10/26/2023 12
  • 13. In-depth interview  In-depth interview is a technique designed to elicit a vivid picture of the participants’ perspective on the research topic on individual basis. Key informant interview?  Applied for more knowledgeable people about local issues, study theme, more expert, give more depth and breadth information. 13
  • 14. Transcriptions, translation?  When to do transcription ?  Verbatism?  Translation? 14
  • 15. Focus – Group  In this interviews, homogenous group of 6-10 people whose opinions and experiences are solicited simultaneously.  The interviewer/ researcher guide the discussion according to written set of questions or topics.  It is a planned discussion.  Duration of the discussion ranges from 1.5-2 hours.  All the verbal & non-verbal information is recorded  Ample opportunity is given to respondents to 10/26/2023 15
  • 16. Focus – Group Interviews 10/26/2023 16 • Advantages 1. Efficient and can generate a lot of information. 2. Stimulates new ideas and creative concepts 3. Involves many participants at one time. 4. Participants may feel comfortable to answer in a group with similar interests. • Disadvantages 1. Chances of client or researcher’s bias. 2. May be difficult to moderate by one person. 3. Data difficult to code, analyze and interpret. 4. Focus group may not be representative of entire population.
  • 17. For further reading/additional types qual self reports  Joint Interviews  Life Histories  Critical Incidents  Diaries and Journals  Photo- Elicitation Interviews 17
  • 19. Questioning  This method allows the researcher to gather information by asking the questions orally (interview) or by means of a formal, written document (questionnaire).  Questionnaire - is a structured instrument consisting of a series of questions prepared by researcher on a paper and that a subject is asked to complete either through pencil or through a computer and is used to gather data r/t phenomenon under study. 10/26/2023 19
  • 20. Questioning • The instrument is called a SAQ when respondents complete the instrument themselves, usually in a paper & pencil format. • SAQ also known as ‘survey’ • NB: How To prepare the SAQ? • Methods of Questionnaire Administration: 1. Direct Administration-Researcher will distribute the questionnaire and respondent answer items by writing or checking against correct response. 2. Post or e-mail including all electronic means (Mailed questionnaire) 10/26/2023 20
  • 21. Questionnaire: Types of Questions • Open-ended questions • Provide opportunity to the respondents to express their opinions and answers in their own way. No predetermined set of responses. • Provide true, insightful and unexpected suggestions. Example: • What did you do when you discovered you had AIDS? 10/26/2023 21
  • 22. Questionnaire: Types of Questions • Closed-ended questions • Closed–ended questions or fixed- alternative questions- Response alternatives are pre-specified by the researcher. • Facilitate easy statistical analysis. • Can be asked to different groups at different intervals. 10/26/2023 22
  • 23. Questionnaire: Types of Questions • Closed-ended questions  Dichotomous Questions  Multiple-choice Questions  Rank-order Questions  Rating Questions  Likert Questions  Matrix Questions 10/26/2023 23
  • 24. Scales  Scale is a device designed to assign a numeric score to people to place them on a continuum with respect to attributes being measured.  Used to measure subjective variables objectively  Measuring the score between two opposite concepts tells about the attitude of a subject towards the direction of positive or negative attitude in a scale. 10/26/2023 24
  • 25. Scales: Types/ Reading assignment Likert Scale Semantic Differential Scale Visual Analogue Scale 10/26/2023 25
  • 27. Observation • It is a technique of collecting all the data or acquiring information through occurrences that can be observed through senses, with or without mechanical devices. • Use to :  understand an ongoing process or situation.  gather data on individual behaviors or interactions between people.  know about physical setting. 10/26/2023 27
  • 28. Observation…… Advantages:  Collect data where and when an event or activity is occurring.  Does not rely on people’s willingness or ability to provide information.  Validity of data is more. Disadvantages:  Susceptible to observer’s biases  Expensive & Time consuming  Do not provide data about the rationale of people’s activities 10/26/2023 28
  • 29. Observation Observation/tools to be used Checklist Video Recording 10/26/2023 29
  • 30. Checklist  Checklists includes several items on a topic and require same response format of all items  It consists of a list of items with a place to check or to mark “Yes or No”.  A checklist enables the observer to record presence or absence of trait  It consists of a listing of steps, activities, and behaviours which the observer records when an incident occurs  Useful for evaluating skills, behaviour, 10/26/2023 30
  • 31. Checklist: Example Sr. No Behaviors Remarks Yes No 1. Explains procedure 2. Arrange equipment for convenient use 3. Prepares patient 4. Washes hands 5. Maintains aseptic techniques 6. Removes dressing 7. Observes condition of wound 8. Cleans wound 9. Applies dressing 10. Makes patient comfortable 11. Complete charting To evaluate student’s performance during surgical dressing 10/26/2023 31
  • 33. Bio-Physiological Methods • It involves the collection of bio- physiological data from subjects by using the specialized equipment to determine physical and biological status of objects • Purpose:  To study physiological outcome of care  To evaluate medical interventions  To study correlation of physiological functioning in patients with health problems 10/26/2023 33
  • 34. Bio-Physiological Methods: Types In vivo • Performed directly to measure processes occurring internally within living organisms through medical or surgical instruments • E.g. BP Monitoring In vitro • Physiological processes are measured and analyses done outside the organism • E.g. Blood tests, X-Ray, CT- Scan, MRI, PET Scan, Culture & Sensitivity Tests etc. 10/26/2023 34
  • 35. Bio-Physiological Methods 10/26/2023 35 Advantage  More accurate and error- less  More objective in nature  Provide valid measures for targeted variables Disadvantage  Requires use of expensive instruments  Requires significant amount of training, knowledge & experience  Use of instruments may cause fear & anxiety  May have harmful effects on participants such as repeated X-Ray exposure
  • 36. Quality of tools • An ideal data collection procedure is one that captures a construct in such a way that is relevant, credible, accurate, truthful and sensitive. • Criteria for assessing quantitative tools are  Validity  Adopting from valid previous literatures 10/26/2023 36
  • 37. 37 Which method would be best to use in data collection?
  • 38. Importance of Combining Different Data Collection Techniques  Combined Different Data Collection Techniques:  complement each other for their advantages and disadvantages  reduce the chance of bias  give a more comprehensive understanding of the topic under study Reading Ass’t: Bias in Data Collection 38
  • 39. Data collection process 39 Permission to proceed  Obtaining consent from the relevant authorities, individuals and the community in which the project is to be carried out Data collection  Logistics:  who will collect what,  when and  with what resources
  • 40. Data collection… 40  Quality control: – Prepare a field work manual – Select your research assistants – Train research assistants – Supervision – Check for completeness and accuracy Data handling  Number questionnaires  Identify the person responsible for storing data and the place where it will be stored
  • 41. Pre-test 41  It refers to a small-scale trial of particular research components  data-collection tools clarity of language, acceptability of questions, accuracy of translation, time needed to administer the questionnaire, need to pre-categorize some answers, need for additional instructions
  • 42. 42  Availability and willingness of respondents  Sampling procedures  Procedures for data processing and analysis  work plan and budget for research activities

Editor's Notes

  1. Transcribing is the procedure for producing a written version of the interview or discussion. It is a full "script" of the interview or discussion Verbatim transcription: word by word script  Transcribing is a time consuming process. The estimated ratio of time required for transcribing interviews is about 5:1 hour Transcribe audiotapes as soon as possible after the interview or discussion  Immediate recall is essential for capturing subtle nuances, verbal and nonverbal Transcribe in original language and then translate? • Transcriber, trying to stay as close as possible to the original meaning
  2. Reliability: Consistency and accuracy of the measuring instrument. Three aspect of reliability: Stability Internal consistency Equivalence Stability It is the extent to which the similar result are obtained on two separate administration. Test-retest reliability- Administration of same tool on same sample on two different occasion and then compare the scores by computing reliability coefficient (correlation coefficient between two scores) Internal consistency The extent that tool measure the same trait. Split-half technique- Items are split in two group, usually odd and even items. Tool is administered and two set of score (odd and even) is summed from each subjects. Calculation of correlation coefficient between two set of score. Equivalence: Equal in value, amount between observer. Inter-rater / inter-observer reliability: Two or more trained observer watch an event simultaneously and independently, and record data. Ensure the delivery of the tool in same manner again and again. Validity:- The degree to which an instrument measures what is supposed to measure. Difficult to establish as compared to reliability Face validity- Refers to whether instrument looks as though it is measuring the appropriate construct. Content validity- Concern the degree to which an instrument has an appropriate sample of items of the construct being measured. Done by panel of experts. Criterion related validity- determining the relationship between an instrument and external criterion. Instrument is valid if the its score correlates highly with the score on the criteria . Example: Nurses professionalism scale and no. of research publications (criterion). Score was correlated with no. of research publications. More research articles ----more score on professionalism. Sensitivity- Ability of the instrument to identify the case correctly. (True positive) Specificity – Ability to identify non cases correctly. (True negatives) Efficiency- Instruments which need less time and energy/training to measure the construct correctly