| Course | WMBA 6401 Human Resource Analytics |
|---|---|
| Week | Week 3 |
| Paper type | Turnover report |
| Length | About 1,050 words, 6 pages |
| Format | APA 7 student paper |
| School | Walden University |
| Program | Master of Business Administration (MBA) |
| Updated | October 2026 |
Free sample paper for WMBA 6401 Week 3
Seventeen Percent Overall, Thirty-Five Percent for Assistants Working Evenings: Taking a Library System's Turnover Table Apart by Job Family, Branch, Tenure and Schedule, and Staffing the Next Quarter
Student Name
Walden University
WMBA 6401: Human Resource Analytics
Instructor Name
Month Day, Year
Seventeen Percent Overall, Thirty-Five Percent for Assistants Working Evenings: Taking a Library System's Turnover Table Apart by Job Family, Branch, Tenure and Schedule, and Staffing the Next Quarter
Why the Overall Rate Misleads
Elk River County Library, the composite 14-branch system used in this course, lost 53 of its roughly 310 employees to resignation last year, a voluntary turnover rate of about 17 percent. The board has heard that figure and compared it favorably with public-sector averages it has seen. The overall rate, however, mixes groups that behave very differently. This report takes the table apart, argues which driver the pattern points to and recommends the staffing response for the coming quarter.
By Job Family
Table 1
Voluntary Turnover by Job Family, Last Year
| Job family | Average headcount | Resignations | Rate | |
|---|---|---|---|
| Librarians | 60 | 5 | 8.3% | |
| Library assistants | 120 | 28 | 23.3% | |
| Pages (part-time shelvers) | 80 | 18 | 22.5% | |
| Administrative and facilities | 50 | 2 | 4.0% | |
| Total | 310 | 53 | 17.1% | |
Composite figures from the library's HR information system.
Most of the losses come from two families. Pages are mostly students working a few hours a week, and their turnover follows school calendars; it is high in most library systems and not the focus here. Library assistants are the problem. They staff circulation desks and run children's and computer programs, they take about four months to become fully effective and they are leaving at nearly a quarter a year.
Inside the Assistant Family
Table 2
Library Assistant Turnover by Branch Group, Tenure and Evening Hours
| Group | Average headcount | Resignations | Rate | |
|---|---|---|---|
| Late-closing branches (four) | 48 | 16 | 33.3% | |
| Standard branches (ten) | 72 | 12 | 16.7% | |
| Tenure under 1 year | 30 | 13 | 43.3% | |
| Tenure 1 to 3 years | 45 | 10 | 22.2% | |
| Tenure over 3 years | 45 | 5 | 11.1% | |
| More than 40% of hours after 5 p.m. | 40 | 14 | 35.0% | |
| 40% of hours or less after 5 p.m. | 80 | 14 | 17.5% | |
Each pair of rows divides the same 120 assistants a different way; composite figures.
The three breakdowns point in the same direction, but one carries the argument. Late branches lose assistants at twice the rate of standard branches. New assistants leave at four times the rate of those with more than three years. And assistants whose hours fall mostly after 5 p.m. resign about twice as often as colleagues on day-weighted schedules.
The evening-hours split is the most telling, because it cuts across branches. Several assistants at standard branches also work mostly evenings, covering the one late night each standard branch keeps, and they leave at nearly the same rate as assistants at late branches. That suggests the driver is the evening schedule rather than something specific to the four late branches, such as their managers.
What the Other Measures Add
The schedule change rate from Week 2 supports the reading. At late branches, about 22 percent of assistants' shifts were changed with less than a week's notice, against about 9 percent at standard branches. Henly and Lambert (2014) linked shifting, unpredictable schedules to more strain between work and home among hourly staff, and the library's late branches combine evening hours with the most last-minute changes.
The exit interviews point the same way. Of the 28 assistants who resigned, 11 named scheduling as their main reason, more than any other category; 6 left for school or other careers, 5 named pay, 3 moved away and 3 cited a manager. Of the 16 who left late branches, 9 named scheduling.
Pages Are a Different Problem
Pages, the part-time staff who shelve materials, lost 18 of about 80 last year, a rate almost as high as assistants'. Their departures follow school calendars: most leave in May and August, when students graduate or change schedules. That pattern is normal in library systems and differs from the assistant problem in two ways. Pages need far less training, about two weeks, so their turnover costs less. And their departures are predictable, so the response is to recruit each spring and summer rather than to change working conditions. The report therefore treats pages separately and does not include them in the driver analysis.
Checking the Pattern Branch by Branch
To be sure the evening-hours finding was not driven by one unusual branch, the analyst repeated the comparison with each late branch removed in turn. The gap between assistants working mostly evenings and those who did not remained between 14 and 21 percentage points in every case. No single branch explains the result.
The same test applied to tenure gave a similar result: first-year assistants left at higher rates in every branch group, though the gap was widest at the late branches.
The Driver
The pattern points to evening schedules made worse by late changes, concentrated among new assistants who are most often given the evening shifts nobody else wants. Hom et al. (2017) described turnover as the result of attitudes, alternatives and specific events; for these assistants the repeated event is a schedule that changes after they have arranged child care or classes around it.
Staffing Response for the Coming Quarter
Four actions follow. First, post schedules three weeks ahead at all branches, and require a branch manager's approval for any change inside seven days, with the change rate reported monthly. Second, stop assigning new assistants to mostly evening schedules in their first six months; spread evening shifts across tenure bands. Third, create a float pool of four assistants who cover evening gaps across the late branches, so last-minute changes fall on people who chose that role. Fourth, hire five assistants in the coming quarter, ahead of the expected spring losses, rather than after them.
Allen et al. (2010) argued that organizations often misjudge why people leave, frequently over-attributing departures to pay, and that retention efforts work best when targeted at the specific causes found in their own data. Pay was named by only 5 of 28 leavers, and the county scale limits what the library can change there. Scheduling is within its control.
How the Response Will Be Judged
The report will be rerun in three months. If the schedule change rate at late branches falls below 12 percent and first-year assistant resignations fall, the driver was correctly identified. If neither moves, managers at the late branches become the next question.
References
Allen, D. G., Bryant, P. C., & Vardaman, J. M. (2010). Retaining talent: Replacing misconceptions with evidence-based strategies. Academy of Management Perspectives, 24(2), 48-64. https://doi.org/10.5465/amp.24.2.48
Henly, J. R., & Lambert, S. J. (2014). Unpredictable work timing in retail jobs: Implications for employee work-life conflict. ILR Review, 67(3), 986-1016. https://doi.org/10.1177/0019793914537458
Hom, P. W., Lee, T. W., Shaw, J. D., & Hausknecht, J. P. (2017). One hundred years of employee turnover theory and research. Journal of Applied Psychology, 102(3), 530-545. https://doi.org/10.1037/apl0000103
WMBA 6401 Week 3 instructions, in plain terms
Turnover report assignments in HR analytics hand students a turnover table and ask them to take it apart: separate the overall rate from the rates inside units, tenure bands and job families, argue which driver the pattern points to and recommend a staffing response for the coming quarter. Instructors expect the headline rate to be challenged, several breakdowns to be compared and a single driver to be argued with supporting evidence. Students should explain why one breakdown is more telling than others, and should say what result in the next quarter would show the driver was misidentified. Citing turnover research helps, especially where it corrects common assumptions such as the importance of pay.
How the WMBA 6401 Week 3 example is put together
The report opens by explaining why the board's satisfaction with the overall rate is misplaced. A table breaks turnover down by job family and sets pages aside as a separate case. A second table divides the 120 assistants three ways, by branch group, tenure and evening hours, and the text explains why the evening-hours cut is most telling: it crosses branch lines. A section adds the schedule change rate, citing Henly and Lambert, and exit interview reasons. A section states the driver, drawing on Hom and colleagues. Four staffing actions follow, from a three-week scheduling rule to hiring ahead of spring losses, with Allen and colleagues on targeting real causes rather than pay. A closing section sets a three-month test. Margin comments flag the assistant table, the driver and the actions.
Where the marks sit in the WMBA 6401 Week 3 rubric
Graders reward reports that separate the overall rate into the groups actually losing people and compare several breakdowns. Arguing one driver from the pattern, especially a breakdown that rules out an alternative, shows analytic skill and carries the most weight. Supporting the driver with other evidence, such as schedule data and exit reasons, strengthens the case. Staffing actions tied to the driver and to a specific quarter make the report usable. Naming what result would show the driver was wrong demonstrates rigor. Instructors also check arithmetic and consistency with earlier weeks. Readable tables and correct references settle the remaining credit for this report.
Common WMBA 6401 Week 3 mistakes, and how to avoid them
Start with the overall rate, then break it down by job family, unit, tenure and any working condition you can measure. For each breakdown, ask whether it explains the differences or merely shifts them. Look for a breakdown that cuts across units, because it can separate a condition from a place. Bring in other evidence, such as schedules or exit reasons, to support the driver you choose. Students often lose marks by reporting many breakdowns without arguing which matters, by blaming pay without evidence or by proposing actions unrelated to the driver. Set a test for the next quarter. If you would like a custom sample turnover report for your organization, send us your turnover table.
Get a WMBA 6401 Week 3 example written to your instructions
The turnover exhibit your case provides is the one thing the desk cannot work without, so attach it with the Week 3 brief and the marking criteria. A finished report follows in 24 to 48 hours, no charge the first time. Mention any dimension the prompt requires, such as department, tenure or job family.
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WMBA 6401 Week 3 questions, answered
Where can I find a free WMBA 6401 Week 3 sample paper?
The full turnover breakdown report for a library system can be read on this page.
Why does the overall rate mislead?
It mixes low-turnover groups with library assistants, who leave at about 23 percent a year.
Which breakdown is most telling?
Evening hours, since assistants working mostly evenings leave at 35 percent across branches.
What driver does the report argue?
Evening schedules made worse by last-minute changes, concentrated among new assistants.
What will the library do next quarter?
Post schedules three weeks ahead, spread evening shifts across tenure, create a float pool and hire five assistants early.