Applied case · HR · about 60 minutes
Can we trust the engagement survey?
Check response rates and response quality, summarise Likert items properly, and correct an engagement headline for nonresponse bias with post-stratification weights.
The brief
Palmstone Group (a fictional services company, 1,400 employees in six departments) runs an annual engagement survey. The executive committee set a target: at least 50% of employees “proud to work here” (agree or strongly agree with item q1). The draft report says 50.5% — target met, and the CEO plans to announce it at the town hall.
The HR director is uneasy: only 56% of staff responded, and response rates differed a lot by department. She asks you to check, before the announcement:
- how representative the respondents are, and whether any responses are low quality;
- how the Likert items should be summarised;
- what the headline would be if each department counted in proportion to its real size;
- what the CEO can honestly say.
The data. engagement_survey has one row per respondent (department, tenure band, work mode, six 1–5 Likert items, completion time, date); engagement_population has each department's headcount and number of responses. Both are synthetic: built for teaching, describing no real company.
Stakeholders. The CEO (wants a positive message), the HR director (owns the survey's credibility), and department heads (whose teams may be under-represented).
Dataset
Employee engagement survey
778 rows · one row = one survey response (one employee) · synthetic data
| Response | Department | Tenure | Work arrangement | Q1 | Q2 | Q3 | Q4 | Q5 | Q6 | Completion time (seconds) | Submitted |
|---|---|---|---|---|---|---|---|---|---|---|---|
| R0001 | Customer Service | 1-3 years | Onsite | 3 | 2 | 1 | 2 | 1 | 2 | 216 | 2024-10-07 |
| R0002 | Customer Service | 1-3 years | Onsite | 3 | 2 | 3 | 2 | 3 | 2 | 299 | 2024-10-14 |
| R0003 | Technology | 3-5 years | Remote | 5 | 3 | 4 | 4 | 3 | 4 | 541 | 2024-10-10 |
| R0004 | Sales | 1-3 years | Onsite | 4 | 3 | 4 | 4 | 3 | 2 | 506 | 2024-10-19 |
| R0005 | Customer Service | 1-3 years | Onsite | 3 | 1 | 3 | 2 | 1 | 3 | 305 | 2024-10-06 |
| R0006 | Sales | 5-10 years | Hybrid | 4 | 4 | 4 | 4 | 4 | 4 | 63 | 2024-10-06 |
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This case has 4 stages and 10 graded tasks, ending with a written report.
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