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Module 02 / Lesson 07 · Read, apply, check
Produce charts, quotations and a methodology note that make the evidence clear without overstating it.
Choose the visual form according to the comparison the reader needs. A simple bar chart can show how many eligible requests were late and not late under the defined rule. Use a meaningful title, direct labels, units and the base count. ONS guidance says bar-chart axes should begin at zero; otherwise bar lengths can exaggerate differences. Avoid decorative perspective, unnecessary animation and unlabeled scales that obscure the values. Include a readable data table or text equivalent so that the finding does not depend entirely on color or the ability to inspect a graphic. The visual should clarify the claim, not manufacture drama.
Put the essential scope, period, source and limitation close enough to remain visible in an exported image or presentation. A chart copied into a social post may lose the explanatory paragraph elsewhere in the report. In the RouteDesk example, the title should refer to the eligible client-record requests, not all buyers or suppliers. Identify the figures as synthetic teaching data in course exercises. Check mobile readability and whether labels survive a smaller display. If a chart uses several sources, explain their differences rather than making them look directly comparable through a shared axis or identical visual styling alone.
Ask a suitable spokesperson to explain what the finding means for the audience and what action it suggests. A useful quote can identify a trade-off, practical consequence or question for further research. It should not introduce an unsupported statistic, causal effect or universal judgment absent from the study. Confirm the speaker’s exact approved wording, role and relevant relationship to the sponsor. Keep a quote log so adaptations do not gradually change the meaning. A researcher may be the right person for methodological questions, while an executive explains the operational context; neither should pretend expertise or independence they do not actually have.
Write a standalone account of the question, source, collection period, eligibility, definitions, cleaning decisions, analysis and limitations. For a survey, include the relevant recruitment and question wording so the reader understands what respondents were asked. Identify the sponsor and who conducted the work. State whether the figures are descriptive and where broader inference is unsupported. AAPOR’s transparency guidance is a useful reference for survey disclosure, but the note must describe the actual project rather than copy a generic checklist. Ask a reviewer unfamiliar with the campaign to explain the denominator and claim after reading it; confusion there signals that the note needs revision.
Show one comparison with honest scale and labels.
Keep base, source and limits attached.
Add approved interpretation without new unsupported facts.
Explain how the result was produced and reviewed.
Worked chart · Synthetic teaching data
Base: 200 eligible quote requests in the fictional RouteDesk audit. These figures are not real industry findings.
| Classification | Requests | Share |
|---|---|---|
| Late | 72 | 36% |
| Not late | 128 | 64% |
| Total | 200 | 100% |
RouteDesk’s chart uses a zero-based scale and labels the two categories as 72 late requests and 128 not late, with a base of 200 eligible records. The caption defines lateness against the communicated reply deadline and identifies the figures as synthetic course data. The separate survey result stays in its own table rather than appearing as a second time period. A proposed executive quote says the findings prove universal supplier failure; the editor replaces it with an approved interpretation about reviewing expectation-setting and follow-up. The method note explains the 240-row starting export, sequential exclusions and limited coverage. A colleague can reconstruct the 36 percent calculation without reading the press email. The chart, quote and method now reinforce one another instead of relying on hidden caveats to keep the story accurate.
Another designer truncates the bar scale, omits the denominator and exports a graphic titled “Suppliers failing buyers.” The quote adds an unmeasured financial cost, while the method note says only that research was conducted recently. Each asset is visually confident but evidentially weak. A reader cannot tell what was counted, how the groups differ or whether the statement is based on records, opinions or a controlled comparison. The design has concealed the questions it should have answered.
A methodology note is part of the story’s value, not an apology for having limitations. Clear scope helps journalists and readers use the finding appropriately. Similarly, an accessible chart is not less sophisticated because it uses direct labels and a simple scale. The strongest presentation makes the important comparison easy to see and the boundaries easy to understand, even when the asset travels outside the original report.
Do not present synthetic examples as genuine research, alter a quotation’s substantive meaning or use visual scale to imply a larger difference than the data show. Check permissions for named speakers and third-party assets. Keep source and scope information attached to exported charts, and review the actual rendered output before it is included in the release pack.
Do this today · 30 minutes
Draft RouteDesk’s chart specification, executive quote and method note.
Use a document or spreadsheet and the fictional RouteDesk case. All course figures are synthetic teaching data. No purchase, confidential data, real survey recruitment or contact with journalists is required.
Before: A desired headline with an unclear evidence base, audience and release process.
After: A bounded, reproducible finding connected to a useful audience question and an accountable campaign plan.
Notes stay in this browser. Download a copy to keep them.
Ask a colleague to challenge the claim, denominator, permissions and audience fit. Record the revision, owner and review date before using the approach with a real client.
Before you move on
A chart shows seventy-two late and one hundred and twenty-eight not-late requests, but its scale starts above zero and its title refers to all suppliers. A quotation also introduces an unmeasured financial loss. What should change before these assets enter the journalist evidence pack?
Next lesson →Lesson edition 1.0 · References reviewed 17 October 2026 · Practical exercise reviewed 17 October 2026. Examples are illustrative teaching scenarios.
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