為什么使用問卷調(diào)查?
- 新科技讓問卷調(diào)查變得更加便宜;
- 數(shù)據(jù)很重要造壮。
問卷如何影響我們的生活
- 金錢 & 時(shí)間成本(問卷調(diào)查所消費(fèi)時(shí)間和金錢)
- 健康(健康普查)
- 安全(犯罪調(diào)查)
- 幸福度(哪個(gè)國家幸福指數(shù)最高?)
Datasets 數(shù)據(jù)集
Rectangular long form dataset
Regression Analysis 回歸分析
Analysis relationship among variables
Reading the regression output, focus on information about two things: "sign" and "Significance".
- "Sign" indicates the relationship between the independent variable and dependent variable is positive or negative. Positive relationship means the variables move in the same direction. A negative relationship implies the opposite.
- "Significance" tell whether the relationship indicates by the parameter estimate is "real" or unlikely due to the random chance, if the relationship is insignificance or not real, ignore it.
Interpreting significance can be less straightforward than interpreting sign, many people attach symbols to parameter estimates.
Process:
- Finding the variables you really care about;
- Reading sign and significance;
Sampling
Probability sampling: use some type of random selection. When you want precise, accurate estimates of a large population.
Advantage:
- Save money and time
- Avoid bias
- Allow us to calculate confidence intervals and margins of error
Skepticism is important
Non-probability sampling: doesn't use random selection, instead, rely on subjects that readily available
Read a cross tab
Cross-tabulations, cross-tab for short, are also known as contingency tables, rely on categorizing.
Row frequencies
- Men approved: 30 / 100 = 30%
- Women approved: 43 / 100 = 43%
Survey representation
Oversampling some groups or undersampling other groups.
Weighting techniques: use weights to correct the oversampling and undersampling variables
Post-stratification
Involves the mathematical calculation done after the data collected.
Sampling error
we can't avoid the sampling error but we can reduce it by estimate the sampling error.
- Increase the sample size (the cost will also increase);
- Good sampling design
Methods of collecting survey data
- Telephone survey
- Mail survey
- Face to face survey
- Online Survey
Good survey question
- Question is interpreted in a consistent manner
- Question people willing to answer
- Question is answered truthfully
- Question with a known answer
- Avoid double-barreled questions
- Avoid bias terms or wording
- Pretest your questions
Survey in 10 steps
- Know your population
- Determine a mode
- Create a questionnaire
- Test your questionnaire
- Get a good sample
- Collect the data
- Organize and clean the data
- Weight the data
- Analyze the data
- Present the results