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Quantitative and Qualitative Evaluation Methods
Top Tips
Evaluation methods and
the data they produce are grouped into two basic categories – quantitative and
qualitative. In general, quantitative
methods produce “hard numbers” while qualitative methods capture more
descriptive data. The method(s) you
choose are determined by the purpose(s) of your evaluation and the resources
you have to design and conduct it. In
practice, most researchers and evaluators agree that combining quantitative and
qualitative techniques (sometimes called “mixed method” evaluations) produces a
richer and more comprehensive understanding of a project’s accomplishments and
learnings.
How are Quantitative and Qualitative Data Different?
At the most
basic level, data are considered quantitative if they are numbers and
qualitative if they are words. Qualitative data may also include photos, videos, audio recordings and
other non-text data. Those who favor
quantitative data claim that their data are hard, rigorous, credible and
scientific. Those in the qualitative
camp counter that their data are sensitive, detailed, nuanced and contextual. Quantitative data best explain the why and how of your program, while qualitative data best explain the what, who and when.
Different
techniques are used to collect and analyze quantitative and qualitative data:
Quantitative
Techniques
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Qualitative
Techniques
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Surveys/Questionnaires
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Observations
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Pre/post Tests
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Interviews
|
Existing Databases
|
Focus Groups
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Statistical Analysis
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Non-statistical
(methods vary)
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In general,
evaluators agree that qualitative and quantitative data and methods have
different strengths, weaknesses, and requirements that affect decisions about
which methodologies are appropriate for which purposes.
Quantitative Data and Evaluation Methods
What are Quantitative Data?
Pieces of information that can be
counted mathematically
Usually gathered by surveys from
large numbers of respondents selected randomly
Secondary data such as census
data, government statistics, etc. often included in quantitative evaluations
Analyzed using statistical methods
Best used to answer what, when
and who questions
Not well suited to how and why
questions
Strengths
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Limitations
|
Findings can be generalized, if selection process
well-designed and sample is representative of study population
|
Related secondary data sometimes not available, or
accessing available data is difficult/impossible
|
Relatively easy to analyze
|
Difficult to understand context of
program activities
|
Data can be very consistent, precise, reliable
|
Data may not be robust enough to
explain complex issues
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Data collection is usually cost efficient
|
|
How do you collect
Quantitative Data?
Surveys
- Most
common method
- Self-administered
or by someone else
- Face-to-face,
telephone, mail, web-based
Secondary Data
- Often used in conjunction with survey data
- Includes census data, knowledge/attitude/behavior (KABB) studies, criminal justice statistics, performance data, non-confidential client information, agency progress reports, etc.
Qualitative Data and Evaluation Methods
What are Qualitative Data?
Usually gathered by observations,
interviews or focus groups
May also be gathered from written
documents and through case studies
Less emphasis on counting numbers of people who think or behave in certain ways and more
emphasis on explaining why people think and behave in certain
ways
Involves smaller numbers of
respondents
Utilizes open-ended
questionnaires or protocols
Best used to answer how and why
questions
Not well suited to what, when and
who questions
Strengths
|
Limitations
|
Complement and refine quantitative data
|
Findings usually can not be generalized to the study
population or community
|
Provide more detailed information to explain complex
issues
|
More difficult to analyze; don’t
fit neatly in standard categories
|
Multiple methods for gathering data on sensitive
subjects
|
Data collection is usually time
consuming and costly
|
How do you collect
Qualitative Data?
Observations
- Looking
at what is happening rather than directly questioning participants
- Used to
better understand behaviors, their social context and meanings attached to them
- Useful for certain populations - children, infants
- Can identify unanticipated outcomes
Interviews (in-depth, individual)
- Usually provide rich data, details, insights from program participants and stakeholders about their experiences, behaviors and opinions
- Particularly useful for complex or sensitive subjects
- Use open-ended questions
Focus Groups
- 8-12 people selected by non-random method, share some characteristics or experience relevant to the evaluation, ideally do not know each other, respond to questions from group facilitator
- Use
group dynamics to generate data and insights
- Useful for generating ideas and strategies, defining problems in project implementation, assist with interpreting quantitative findings
- Open-ended questions or topics designed to stimulate discussion; topics usually broader than interview questions
These "Top Tips” were adapted primarily from:
Evaluation for Learning: Basic Concepts and Practical Tools,
LaFrance Associates,
and User-Friendly Handbook for
Mixed Method Evaluations,
Division of Research, Evaluation and Communication of
the National Science Foundation.
On-Line Tools, How-To Guides &
Practical Resources
Research Methods Knowledge Base –
Cornell
University
www.socialresearchmethods.net/kb/index.php
This is a very comprehensive
web-based textbook that addresses a wide variety of topics in social research
methods. It includes information on
qualitative and quantitative approaches, surveys, interviews, sampling,
qualitative data and methods, analysis and many others. Use the detailed table of contents or search
for specific topics.
User-Friendly Handbook for Mixed Method Evaluations – National Science
Foundation
www.nsf.gov/publications/pub_summ.jsp?ods_key=nsf97153
The handbook includes information on how to conduct a mixed method evaluation
that combines quantitative and qualitative techniques. It provides detailed information on specific
data collection methods and analysis for each type of measure. It was produced
by the Division of Research, Evaluation and Communication of the National
Science Foundation.
Evaluation
Resource
Center
- Innovation Network
www.innonet.org/pointk
The Evaluation Resource Center (part
of the Innovation Network’s Point K Learning Center), provides links to multiple
web-based resources for a wide variety of quantitative and qualitative
evaluation methods. It has specific
categories for surveys, focus groups and interviews. Free registration is required.
Planning and Evaluation Service – US Department of Education
This site has archived FAQ’s addressing focus groups, survey methodology
(telephone, mail, fax) and questionnaire design.
Basics of Conducting Focus Groups - Free Management Library
Brief
“how-to” guide with specific instructions for conducting focus groups,
including preparation, planning, question development, facilitation and
follow-up.
Conducting Focus Group Interviews - USAID Center for Development Information and Evaluation
www.usaid.gov/pubs/usaid_eval/pdf_docs/pnaby233.pdf
Provides
on overview of focus groups – what they are, advantages and limitations, when
to use them. Also provides step-by-step
advice for conducting high quality focus groups.
Learn More about Quantitative &
Qualitative Evaluation Methods
Analyzing Quantitative Data - University of Wisconsin Extension
http://learningstore.uwex.edu/pdf/G3658-6.pdf
Provides an
overview of how to use common mathematical techniques to make quantitative
evaluation data more understandable for non-statisticians.
The Use of Qualitative Interviews in Evaluation –
University
of
Arizona
http://ag.arizona.edu/fcs/cyfernet/cyfar/Intervu5.htm
Guide on how
and when to use qualitative interviews. Includes information on different types of interviews and discusses the
steps and issues in designing and developing qualitative interview studies.
This issue of The Evaluation
Exchange explores the contribution of technology to evaluation practice in four
key areas -- data collection and analysis, collaboration, knowledge
mobilization, and evaluation capacity building. Several articles focus on web-based surveys and the role of technology
in evaluating youth programs. The Evaluation Exchange is a free
on-line evaluation periodical published by the Harvard Family Research Project.
Sage Publications
www.sagepub.com/home.nav
Has a wide
variety of books available for purchase covering all aspects of quantitative
and qualitative evaluation – focus groups, surveys, quantitative and
qualitative data and methodology.
© Public Health Institute, Center for Civic Partnerships 2007
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