The story still mattered
69 comments from 64 users contained explicit story-continuity signals: attachment to personalities, relationships and development—not simply demand for more uploads.
Audience Analytics · Content Strategy · Digital Fan Experience
From Debut Attention to Sustainable Fandom
How could the attention created by Idol House become repeat participation and sustainable fandom for CRUSH after the programme ended?
I approached the problem as both an audience analytics challenge and a product and strategy decision.
982unique public comments collected
972comments analysed thematically
768anonymised users
128official videos reviewed
01 / Origin
A personal observation, tested against behaviour.
I followed Idol House from its first episode to the finale. While studying for my MSc in Cardiff, the programme became something I genuinely looked forward to during a period when I was spending a lot of time alone.
That connection produced the initial observation. The project began when I decided to test whether what I felt as a viewer was also visible in public audience behaviour.
02 / Audience signals
Four signals shaped the strategy.
Viewers wanted natural access
Requests repeatedly centred on behind-the-scenes footage, vlogs, longer-form content, livestreams and member points of view.
Some viewers wanted to participate
36 comments from 35 users contained explicit participation signals, supporting controlled tests of missions, quizzes, creative prompts and recognition.
Participation needed guardrails
Historical sensitivity around visibility, selection and fairness became a design constraint: transparent rules, moderation and balanced member visibility.
Comments were sampled using relevance and recency ordering and deduplicated by comment ID. The sample was treated as behavioural signals—not population percentages.
03 / The decision
Do not start with the app.
An owned platform becomes valuable only if audiences repeatedly use the behaviours it is designed to contain. The first investment should test those behaviours on existing channels.
- 01ContentCreate continuity
- 02ParticipationInvite contribution
- 03RetentionMeasure return
- 04ProductBuild only if validated
04 / The system
One connected participation engine.
Connected Story Engine
Recurring member points of view, behind-the-scenes narratives, longer formats and story bridges that make separate releases feel like chapters.
Fan Missions + Recognition
Creative briefs, quizzes, UGC missions, livestream participation and visible recognition for selected contributions.
Trust + Access Layer
Transparent selection, moderation, member-visibility rotation, fan-created IP rules, English subtitles and country-level tracking.
05 / Pilot
30-day pilot. 90-day decision path.
Baseline
Establish current behaviour and introduce the first connected-story formats.
Participation cycle
Run missions, UGC, quizzes and live formats through existing channels.
Product gate
Decide whether repeat behaviour justifies a lightweight fan hub and a build, buy or partner evaluation.
06 / Measurement
Measure return—not noise.
The objective is not raw follower growth. It is repeat behaviour.
- 28-day returning viewer rate
- Are viewers continuing to come back?
- Repeat participation rate
- Do people who complete one mission participate again?
- Story-to-action conversion
- Does story-led content lead to participation?
07 / Product concept
A future experience—conditional on evidence.
I translated the strategy into a high-fidelity fan experience prototype. It demonstrates what an owned platform could become if repeat participation first validates the need.
Meydan
Shared conversations and current activity.
Atölye
Creative prompts, missions and contribution.
Arşiv
Collective memory of the group and fandom.
Bölükler
Smaller structures for recurring participation.
08 / Prototype walkthrough
See the strategy become an experience.
This 48-second vertical walkthrough translates the participation strategy into a tangible fan experience—from shared activity in Meydan to contribution flows and the global creator-discovery layer.
Silent interface walkthrough · 1080 × 1920 · 48 seconds
09 / Strategy evolution
The environment changed. So did the strategy.
While the project was ongoing, CRUSH announced continued house-based content, the Rush series and additional vlogs. Content continuity was already being addressed.
I shifted the emphasis from keeping the story alive toward converting continuing content into measurable participation, repeat behaviour and fandom intelligence.
A strategy should change when the environment changes.
10 / My contribution
Observation → evidence → decision → prototype.
Research designData collection + cleaningThematic analysisAudience insightContent strategyProduct thinkingKPI designExecutive communicationStakeholder outreach
A real-world strategy test
I prepared an executive summary, prototype demonstration and targeted outreach for people in the Idol House and CRUSH ecosystem. The work reached industry stakeholders and was shared for consideration. Outreach results remain separate from the analytical findings and are not treated as validation of the data.