Qualitative Data and Quantitative Data: Are they different?
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Transcript of Qualitative Data and Quantitative Data: Are they different?
Qualitative Data and Quantitative Data: Are they different?
Yes, they are different but… also same-same!
Quantitative:- numbers- frequencies- sizes
Qualitative:- Meanings- Experiences - Description of people's
knowledge, attitudes or behaviors.
Focus of data collection
Objectives of data collection
Quantitative:- To derive
statistically reliable information
- To statistically measure differences between treatments
Ex: 40% of rural women can read and write
Qualitative:- To get in-depth and
rich description - To explain causes
and effects - To clarify concepts Ex: Rural women feel
confident being able to write
Questions answered
Quantitative:- How many? - How much?Ex: How many
participants did not join the trip to Central Plaza?
Qualitative:- How come?- Why? - Who?- What?- When?Ex: Why did some
participants not join the trip to Central Plaza?
Profile of participants to the ADB-MI Learning Program on Project M&E in the GMS
Data collection method
Quantitative:- Experiments- Questionnaires- Surveys- Sampling- Census
Qualitative:- Focused group
discussions- Case studies- Interactive interviews- Participatory methods
(ex. Participatory Rural Appraisal or PRA; Participatory M&E)
Data collection method
Quantitative:- Prefers random
sampling from a population
Ex. 10% of villages in Khon Kaen will be sampled
Qualitative:- Prefers specific
segments of the population
Ex. Poorest women in 5 poorest villages in Khon Kaen
Data analysis method
Quantitative:- Statistical analysis- Standard deviation,
average, variance, percentage
Ex: Only 5% of the farmers attended the training.
Qualitative:- In-depth descriptive
analysisEx: Because it was
planting season, not many farmers can attend the meeting.
Data collection method
Quantitative:- Uses closed
questions Ex: Are you happy?
Qualitative:- Uses open-ended
questionsEx: Why are you happy?
■ How do you assess the training methods used?
■ Which training methods did you like best and why?
1 (not good)
2(somewhat
good)
3(good)
4(very good)
5(excellent)
Ex. Assessment of training methodology:
Results produced
Quantitative:- More objective- Easy to sum up,
evaluate, simplify
Qualitative:- More subjective - Helps understand the
processes behind experimental results
- Improves quality of surveys
Method to check validity and reliability of data
Quantitative:- Conduct repeated
trials- Increase sample
size
Qualitative:- Uses triangulation (Cross checking data
using at least 3 different methods and from 3 different sources )
When to use
Quantitative:- Depends on
objectives
Qualitative:- Depends on
objectives
Some Reminders
• There is no one best way of doing things! • It is best to combine both qualitative and
quantitative methods • Don’t just rely on numbers, seek
explanations.• Don’t just rely on explanations, seek some
numbers.