| Course | ORR-7100 Qualitative Methods for Organizational Research |
|---|---|
| Module | Module 4 |
| Paper type | Module 4 written assignment: data analysis and research planning |
| Length | About 704 words, 5 pages |
| Format | APA 7 student paper |
| School | Thomas Edison State University |
| Program | Master of Business Administration |
| Updated | October 2026 |
Free sample paper for ORR 7100 Module 4
From a Manager's Words to an Aggregate Dimension: An Analysis Plan for a Study of Hybrid Leadership
Student Name
Master of Business Administration, Thomas Edison State University
ORR-7100: Qualitative Methods for Organizational Research
Mentor Name
Month Day, Year
From a Manager's Words to an Aggregate Dimension: An Analysis Plan for a Study of Hybrid Leadership
Choosing an Approach
The study's aim is to understand managers' experience and to compare it across four departments, and perhaps to build a model of what hybrid work changes for them. Gioia et al. (2013) proposed a systematic approach to inductive concept development that keeps participants' own terms at the first level of analysis and moves, through the researcher's interpretation, to more abstract themes and dimensions, presented in a data structure that shows the path from data to concepts. The approach suits a study that wants both participants' voices and a model useful to the company.
From Data to Concepts: A Worked Example
I conducted two pilot interviews with managers outside the sample. The table shows how four excerpts would be coded.
Both themes point to an aggregate dimension that might be called "losing the whole-team view": hybrid work splits the team into parts that managers must hold together alone. The label is provisional; the full data may suggest a better one or several dimensions.
| Excerpt | First-order concept (participants' terms) | Second-order theme (researcher's interpretation) |
|---|---|---|
| "On office days I see half my team. The other half I see as boxes on a screen. I never see all of them together." | Never seeing the whole team | Fragmented view of the team |
| "I used to notice when someone was struggling. Now I find out when a deadline slips." | Finding out late | Fragmented view of the team |
| "My director thinks the office days solved everything. He doesn't see that I'm running two teams, one in the room and one online." | Running two teams | Doubled coordination work |
| "I schedule every meeting twice, or I run hybrid meetings where the people at home can't get a word in." | Scheduling twice; remote voices lost | Doubled coordination work |
Within-Case and Cross-Case Analysis
Analysis will proceed in two stages. Within each department, I will code interviews, observation notes and documents, build a data structure and write a case summary describing how hybrid work affects managers there. Then, following the advice of Eisenhardt (1989) to look for patterns across cases, I will compare the four cases, asking where themes recur and where they differ, and why. Clinical monitoring managers, whose teams travel, may experience fragmentation differently from data managers, whose teams rarely meet in person at all.
Saldaña (2016) describes coding as a cyclical process in which first-cycle codes are revisited and refined in second-cycle coding. I will keep a codebook with definitions and examples and update it as codes are merged or split, using qualitative software to keep the codes linked to their sources.
Rigor and Trustworthiness
Nowell et al. (2017) showed how each phase of thematic analysis can include practices that support credibility, transferability, dependability and confirmability.
| Concern | Practice |
|---|---|
| Credibility | Triangulation across interviews, observation and documents; member reflections in which managers comment on case summaries |
| Transferability | Detailed description of each department and the company's hybrid policy |
| Dependability | Codebook with dated versions; memo of each analytic decision |
| Confirmability | Data structure linking every theme to its excerpts; a colleague reviews the coding of four interviews |
| Researcher position | A reflexive memo on my role as a director and my belief that office days help coordination |
Planning the Rest of the Study
Analysis will begin as soon as the first case is complete, so that emerging themes can sharpen later interviews. Case summaries will be written within two weeks of each department's data collection, and the cross-case comparison will follow the fourth case. The final report to the company will present the data structure, the case comparisons and recommendations for supporting managers. The pilot interviews also changed the interview guide: both pilot managers spoke at length about hybrid meetings, so the guide now asks managers to walk through their most recent team meeting. A third pilot, with a manager from regulatory affairs, will test whether that question works for a department that meets less often.
Conclusion
The Gioia method, applied within and across four cases, will turn managers' words into a model of what hybrid work changes for them. Worked examples, a codebook, triangulation and an audit trail will make the path from data to findings visible and trustworthy.
References
Eisenhardt, K. M. (1989). Building theories from case study research. Academy of Management Review, 14(4), 532-550. https://doi.org/10.5465/amr.1989.4308385
Gioia, D. A., Corley, K. G., & Hamilton, A. L. (2013). Seeking qualitative rigor in inductive research: Notes on the Gioia methodology. Organizational Research Methods, 16(1), 15-31. https://doi.org/10.1177/1094428112452151
Nowell, L. S., Norris, J. M., White, D. E., & Moules, N. J. (2017). Thematic analysis: Striving to meet the trustworthiness criteria. International Journal of Qualitative Methods, 16(1). https://doi.org/10.1177/1609406917733847
Saldaña, J. (2016). The coding manual for qualitative researchers (3rd ed.). Sage.
What the ORR 7100 Module 4 instructions ask for
This written assignment covers qualitative data analysis and research planning and prepares the analysis section of your final research proposal. Expect to choose an analysis approach, show how you will move from raw data to codes and themes, plan any comparison across cases or groups and explain how you will establish rigor. A worked example, even from a pilot interview or invented excerpts clearly labeled as such, makes the plan concrete. Match each trustworthiness practice to a concern so the reader sees why it is there. Pilot your interview guide if you can and report what the pilot changed. Plan when analysis begins, since starting during data collection lets early themes sharpen later interviews. Label any invented excerpts clearly.
How the ORR 7100 Module 4 example is put together
The paper chooses the Gioia method and explains why it fits. A table works four pilot excerpts through first-order concepts and second-order themes, and the text proposes a provisional aggregate dimension. A section sets out within-case and cross-case analysis with research on case comparison and coding cycles. A table matches trustworthiness concerns to practices, and a planning section and conclusion follow. The planning section reports how two pilot interviews changed the guide and schedules a third pilot for a department with fewer meetings. The worked example labels its aggregate dimension as provisional, ready to change when the full data arrive.
Where the marks sit in the ORR 7100 Module 4 rubric
Mentors grade this assignment on a justified analysis approach, a clear path from data to themes, a plan for comparison, practices for rigor matched to concerns and clear writing. Papers that work real or clearly labeled example excerpts through each coding level show command of analysis. Keeping labels provisional, and planning to revise them, shows inductive openness. A table of trustworthiness practices tied to specific concerns demonstrates rigor. Reporting what a pilot changed shows that the plan has been tested. Starting analysis during data collection, with case summaries on a schedule, shows a realistic plan. A table linking each trustworthiness concern to a practice makes the plan easy to evaluate, and a colleague's review of coding adds a check beyond the researcher.
Common ORR 7100 Module 4 mistakes, and how to avoid them
Students lose points by naming an analysis method without showing how it works, by listing trustworthiness criteria without practices or by presenting themes before any data are collected as if they were findings. Others ignore cross-case comparison in case designs. Show a worked example. Keep early labels provisional. Match each practice to a concern. Plan within-case and cross-case steps. Report what your pilot taught you, and start analysis before data collection ends. Keep a dated codebook from the first interview. Memo every analytic decision on the day you decide, while the reasons are fresh. A free first sample on your own ORR-7100 analysis assignment is available on request.
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ORR 7100 Module 4 questions, answered
Where can I find a free ORR 7100 Module 4 sample paper?
An analysis plan with Gioia-method coding examples for a study of hybrid management is the assignment above.
What is the Gioia method?
An approach to inductive analysis that moves from participants' terms to researcher themes to aggregate dimensions, shown in a data structure.
What is cross-case analysis?
Comparing cases to find patterns that recur and differences that need explaining.
What is a codebook?
A record of codes with definitions and examples, updated as codes are refined.
What is triangulation?
Checking findings against several data sources or methods to strengthen credibility.