Module 7: Reports, Research, and Data-Driven Writing

Module Overview

In real organizations, leaders rarely have time to "dig through" research. They need you to: frame the problem quickly, show what the evidence says (and what it doesn't), make a recommendation they can actually implement, and present it in a format that's easy to scan.

Learning Objectives

By the end of this module, you will be able to:

Data-driven decision making framework

Figure 7.0: Data-driven communication—transforming research into actionable recommendations

Turning Information into Decisions

Leaders scan reports. They look for the "So What?" This means moving beyond raw data to insights and actions. Use the pattern: Finding → Meaning → Action.

The "So What?" Pattern
Data visualization dashboard example showing clear metrics

Figure 7.1: Effective reports use clear visuals to support findings

Mini-Report Template

This highly usable structure works for most short internal reports and proposals.

9-Point Report Structure
  1. Title + Date + Audience: Clear header (e.g., "Recommendation for New Coffee Vendor").
  2. Purpose/Problem Statement: 1–3 sentences defining why this report exists.
  3. Background: Brief context (what led to this issue).
  4. Evidence/Findings: Bullets and visuals showing key data.
  5. Analysis/Interpretation: Explaining what the data means.
  6. Recommendation: Clear, specific, doable action.
  7. Implementation/Next Steps: Timeline, owner, and cost.
  8. Risks/Limits: Honest assessment of what might go wrong or what is unknown.
  9. Sources/Appendix: Where the data came from (if needed).
Executive summary template showing professional report structure

Figure 7.2: A well-structured executive summary allows leaders to grasp key points quickly

Case Studies: Lessons in Reporting

Case Study 1: "The Copy-Paste Report That Backfired"

Narrative: A student intern pulls stats from a web article and pastes them into a report without context. The manager asks: "Does this apply to our customers?" The intern can't answer. The report is ignored.

Lesson: Evidence must be relevant, interpreted, and connected to the decision. Don't just dump data; explain its relevance to your specific situation.

Case Study 2: "The Great Survey—With the Wrong Conclusion"

Narrative: A team surveys 12 people and concludes "most customers want premium options." But 9 of the 12 respondents are already premium buyers.

Lesson: Small samples and biased sources can mislead. Always check your data source for bias and sample size before making broad claims.

Case Study 3: "A One-Page Report That Changed a Policy"

Narrative: A staff member writes a one-page report about late submissions. They include the number of late assignments, top reasons, one recommended policy change, and a simple timeline. Administration adopts the change because the report is easy to scan.

Lesson: Clarity + structure increases influence. Making it easy to read makes it easy to approve.

Best Practices for Research and Evidence

In professional writing, you are responsible for the accuracy and integrity of your information. This builds your professional credibility.

Guidelines for Handling Evidence
Citation guide showing how to properly credit sources

Figure 7.3: Proper citation builds credibility and avoids plagiarism

Professional Tone in Reports

Reports differ from persuasive sales messages. They require an objective, neutral tone that lets the data tell the story.

Avoid (Subjective/Emotional):
"I feel like this is a huge disaster and we need to fix it immediately because everyone is upset."
Use (Objective/Professional):
"Data indicates a 15% drop in efficiency, which has led to increased staff overtime and lower morale. Immediate action is recommended."

Module 7 Supplemental Workbook

Activity 1: Executive Summary Drafting

Task: Draft a 3-sentence executive summary for a report recommending a new coffee vendor for the office breakroom.

Include: The problem (current coffee is bad/expensive), the solution (new vendor), and the benefit (morale/savings).

Your Draft: ______________________________________________________

Activity 2: Data Interpretation

Task: Look at this data: "Sales dropped 5% in July but rose 10% in August."

Challenge: Write one sentence interpreting the trend (the "meaning"). Don't just repeat the numbers.

Interpretation: ______________________________________________________