TL;DR — A batch of video responses looks daunting next to a spreadsheet of numbers, but a simple four-step process turns it into usable findings: watch each clip, tag recurring themes, count how often each theme comes up, and pull two or three representative clips to illustrate the main points.
- Tagging themes as you watch beats trying to remember everything afterwards.
- A theme mentioned by several people matters more than one detailed but isolated comment.
- Representative clips make a written summary far more convincing than a list of bullet points alone.
- This approach is loosely based on how thematic analysis is commonly used in qualitative research, simplified for a practical team setting.
On this page
Why a spreadsheet mindset does not work here
A rating scale can be averaged and charted without anyone reading every response. Video feedback cannot be summarised that way — the value is in what people actually say, and that only comes through by watching it. The good news is that analysing a batch of video responses does not require specialist training; a simple, repeatable process gets you to solid findings even with a few dozen clips.
Step 1: Watch every clip once, without judging yet
Resist the urge to draw conclusions from the first two or three clips. Watch the whole batch through once, taking loose notes on anything that stands out, before deciding what the overall themes are. Early conclusions tend to anchor the rest of the review in the wrong direction.
Step 2: Tag recurring themes as you go
On a second pass, or while taking notes on the first, assign each clip one or more short tags — a word or short phrase describing what it is mainly about. Keep the list of tags short; if you find yourself inventing a new tag for every clip, the tags are too specific to be useful.
- Write the tag next to a timestamp so you can find the clip again later.
- Allow a clip to carry more than one tag if it genuinely covers more than one theme.
- Reuse a tag from an earlier clip rather than creating a near-duplicate with slightly different wording.
Step 3: Count how often each theme comes up
Once every clip is tagged, count how many clips carry each tag. This is the step that turns a pile of anecdotes into a structure: a theme that appears in a third of your responses is a genuine pattern, while a theme that appears once is an individual data point worth noting but not generalising from.
| Theme | Number of clips mentioning it | What this suggests |
|---|---|---|
| Onboarding felt rushed | 7 of 20 | A real pattern worth investigating |
| Wanted more manager check-ins | 5 of 20 | A real pattern worth investigating |
| Specific tool was confusing | 1 of 20 | Worth noting, not yet a pattern |
Step 4: Pull representative clips for your summary
A written summary that says "several people mentioned onboarding felt rushed" is fine. The same point backed by one or two short clips of people saying it in their own words, with consent to share them, is far more persuasive to whoever has to act on the finding. Choose clips that are clear and typical of the theme rather than the most dramatic or extreme example, which can skew how seriously the finding is taken.
Keeping the process honest
This approach is loosely based on thematic analysis as it is commonly used in qualitative research, simplified down to something a team can run without specialist training. The main discipline worth keeping from that tradition is counting before concluding: let the frequency of a theme across the whole batch, not the vividness of any one clip, decide how much weight it gets in your findings.
How to run this in Whoosh
Responses to a campaign sit in one place, so you can watch the full batch in order without hunting across separate files or inboxes. Note tags and timestamps as you go, and mark clips you may want to reference later so you can find them again quickly when writing up the summary.
- 1.Watch every clip once before drawing any conclusions.
- 2.Tag each clip with one or more short themes as you watch.
- 3.Count how many clips carry each tag.
- 4.Select two or three representative clips per major theme.
- 5.Write the summary around frequency, not around the most memorable comment.
Frequently asked questions
How many clips do we need before patterns are reliable?
There is no fixed number, but once new clips stop introducing new themes and mostly repeat existing ones, you have likely covered the main patterns in that group.
Should one person do all the tagging, or several?
A second person tagging a subset independently is a useful check if the findings will drive a significant decision; for lighter feedback, one reviewer is usually enough.
Can we use a transcript instead of watching the video?
A transcript can speed up the first pass, but tone and emphasis often carry meaning that text alone misses, so watch at least a sample of the actual clips before finalising themes.
What if two people seem to describe the same theme very differently?
Keep both under the same tag if the underlying concern is the same, and note the different angles in your summary rather than forcing one description.