Every summer and winter break, countless social practice reports are written in the same way: daily running accounts, feelings replacing findings, and data sleeping in the appendix. Using a typical running-account report as a sample, let's see what the "transformation" step actually requires.
Sample diagnosis: three typical paragraphs of a running account
"On the first day we went to XX, on the second day we went to YY..."—Accounting by time, with no awareness of the problem. Readers of a research report do not care about your itinerary; they care about your question.
"Everyone was very enthusiastic, and we gained a lot"—Feelings replace findings. Enthusiasm cannot serve as evidence, and gains need evidence to support them.
"We distributed 200 questionnaires; the data explains everything"—The data has not been organized, let alone analyzed. Data that "explains everything" actually explains nothing.
Diagnosis: there is experience, but no method. The transformation is not a rewrite; it is putting existing material into a method.
Transformation step one: bring the data out
The recovered questionnaire CSV and interview records are all handed to the muchsci office assistant: data cleaning, statistics by dimension, and batch organization. Text materials such as interview records can also be structured—grouped by theme, and viewpoints naturally emerge.
Transformation step two: let charts speak
The right way to "let data explain everything": have muchsci turn key statistics into charts—distribution vs. collection comparison, proportion of each option, and cross-analysis by group. One chart is worth three paragraphs of "everyone said one after another".
Transformation step three: reorganize according to a standard structure
Change the report structure from a "timeline" to a "question line", using this four-part framework:
| Structure section | Content |
| --- | --- |
| Background and methods | Clearly explain the research question, subjects, and methods |
| Data and findings | Let charts speak; pair each finding with a set of evidence |
| Analysis and discussion | Explain the reasons behind findings and dare to discuss counterexamples |
| Recommendations | Derive from findings; actionable and not empty slogans |
The before-and-after comparison is brutal: with the same batch of material, the running-account version struggles to score, while the structured version jumps directly—the gap lies entirely in the two steps of data processing and structure.
Social practice during summer and winter breaks is a rare complete research training; don't let it end as a running account. The material is all in your hands. muchsci handles organization, statistics, charting, and formatting; the part you are responsible for is called "discovery"—write it out, and this report will stand.