Key takeaways
- Routine studies such as diary, longitudinal, and in-context qualitative research capture what people actually do in daily life, rather than what they remember or report.
- Q3 2025 project patterns on Indeemo show routine research is now the backbone across six pillars: product experience, health and wellness, shopper journeys, digital life, youth/family, and brand/culture.
- Cross-pillar routine studies are increasingly common, teams want the full front-stage/back-stage story: how people choose something and how they live with it.
- Routines reveal the workarounds people forget to mention, the micro-decisions that drive switching, and the gap between intention and lived reality.
- Heading into 2026, ecological validity is becoming a competitive advantage for research teams, findings that hold up because they mirror life as it's actually lived.
Everyday life is the new centre of insight
Routines are having a moment. Not the shiny "perfect morning" kind. Real routines: the small repeated acts that make life work. What we cook automatically, how we manage symptoms, the way we shop on a Tuesday evening, the apps we open without thinking.
In research, these patterns are no longer background noise. They're increasingly the main story.
Looking across Q3 2025 activity on Indeemo, a clear shift is visible: clients are choosing methods that capture behaviour as it unfolds in real contexts, over time, through repetition. The emphasis isn't just on what people say –'s on what they do, in the flow of everyday life.
This is the rise of the routine study: insight built from what people actually do, again and again, in the realities of daily living.
What is a routine study?
A routine study is any qualitative approach designed to understand repeated real-world behaviours over time. Instead of asking people to recall what they did, it captures life in the moment across days or weeks.
Common formats include:
- Diary studies
- Longitudinal mobile ethnographies
- In-home or in-use product trials (IHUTs)
- Lived-experience health journeys
- Hybrid shopper missions tracked across time
- Digital behaviour "day in the life" studies
Why it matters: routines are where truth lives. They reveal:
- The workarounds people forget to mention
- Micro-decisions that shape loyalty and switching
- How context changes behaviour (time, place, people, mood)
- The gap between intention and lived reality
Q3 2025 data on Indeemo shows clients leaning directly into that gap.
What does Q3 2025 activity on Indeemo tell us about routine research?
Q3 2025 was a highly active quarter on Indeemo, and the portfolio points to one central truth: routine-based research is no longer niche. It's happening across sectors, study types, and research questions.
Three patterns stand out:
1. Routine-heavy areas led the work. Projects clustered strongly in spaces where repeated behaviour is essential to understanding reality, particularly product-in-use, health and wellness journeys, and everyday shopping behaviours. Routine capture wasn't an add-on; it was the backbone. 2. Real life didn't fit into single lenses. Many projects blended multiple perspectives, product experience paired with shopper journeys, digital life intersecting with purchase behaviour and family context. That cross-lens design reflects the truth of routines: daily life doesn't live in silos. 3. Momentum accelerated through the quarter. The Q3 timeline shows a clear build in activity toward the end of the quarter, driven by real-world ethnographies, longitudinal product trials, and lived-experience health work.
Data snapshot: what the quarter revealed
Routine research is spread across all pillars. Q3 projects were distributed across Indeemo's six research pillars, with particularly strong representation in pillars naturally tied to everyday repetition, product experience and usage, health and wellness, and shopper journeys. Routine studies are now also common in digital life, youth/family, and brand/culture work.
Cross-pillar routines are becoming normal. A substantial share of Q3 projects carried a meaningful secondary pillar, showing that clients increasingly want the front-stage/back-stage story: how people choose something and how they live with it.
Common overlaps included:
- Product experience × shopper journeys
- Technology and digital life × shopper journeys
- Youth/family life × health and wellness
- Brand/culture × product experience
Routine work is expanding beyond classic categories. The portfolio shows routine research thriving not just in FMCG, but across healthcare, technology, retail/e-commerce, fintech, public sector, and social impact. Routines are now the lens for understanding everything from chronic condition management to AI tool adoption to household budgeting.
Why are routine studies rising now?
Q3 data reflects a wider market shift. Here's what's behind it:
Real behaviour beats recalled opinion
Clients want to move past recall bias and polished "what I think I do" stories. Indeemo studies in Q3 consistently captured real-life behaviour through diaries, video, photo, and screen recording, so insight is grounded in what people actually do.
Products and services are lived over time
Product testing and experience studies remain routine-first because the truth of a product emerges only through repeated use. Q3 work showed strong demand for in-situ trials that follow people from first use into habit.
Health insight requires longitudinal truth
Health studies in Q3 highlighted lived condition management, treatment routines, recovery journeys, and emotional burden. These realities don't show up in a single interview, they surface through rhythms, patterns, and daily negotiation.
Shopping is a routine, not a moment
Shopper and buyer work in Q3 treated buying as a cycle: planned shops, quick missions, hybrid app-plus-store journeys. This is shopping inside the week, not shopping inside a lab.
Digital life is daily life
Q3 tech projects demonstrated that digital behaviour is now part of routine infrastructure, fitness trackers, AI tools, streaming rituals, social scrolling, smart-home habits. The only way to understand these is to see them repeatedly in context.
What did routine studies look like across the six pillars?
Routine research showed up everywhere in Q3, but in slightly different ways across pillars.
Product experience and usage: life with products, not opinions about products
Clients used Indeemo to understand how products integrate into daily patterns – what gets repeated, what gets forgotten, and what hacks people invent in real homes and real weeks.
Health and wellness: routines of coping, adapting, and managing
Health projects captured real condition life over time – symptom rhythms, adherence patterns, caregiver load, and the emotional texture of wellbeing.
Shopper and buyer journeys: choice inside the weekly rhythm
Shopping projects mapped repeated cycles of need, search, compromise, and switching across physical and digital environments.
Technology and digital life: screen habits as infrastructure
Tech studies tracked how AI tools, apps, platforms, and interfaces are threaded into routines of planning, buying, fitness, finance, and downtime.
Youth, family, and daily life: household routines under pressure
Youth and family work focused on lived schedules, feeding, finances, schooling, identity, community belonging, where routine is shaped by context and constraint.
Brand, culture, and storytelling: meaning in repetition
Even brand and culture studies leaned on routine capture, rituals around holidays, socialising, fandom, and everyday identity performance.
The front-stage/back-stage truth of routines
Q3 overlaps show a clear structure emerging in modern research:
- Front-stage: how people choose (shopping journeys, onboarding, decision moments)
- Back-stage: how they live with the choice (usage routines, health management, family context)
The prevalence of cross-lens work makes sense because routines naturally connect decisions to daily life.
What does this mean for insight teams in 2026?
Based on Q3 patterns, routine studies are heading in three directions:
1. Routine capture becomes the default for complex questions. If behaviour is embedded in context – health, family, finance, digital life – routine studies will be the baseline. 2. Cross-lens projects keep growing. The more teams chase real life, the more pillars overlap. Routines don't sit neatly in one box. 3. Ecological validity becomes a competitive advantage. Clients want research that holds up in strategy rooms because it mirrors life as it is lived, not as it is remembered.
How does Indeemo support routine research?
Indeemo is built for the in-context, over-time capture that routine research needs:
- Recruit participants in hours from a panel of 3 million+
- Capture in-the-moment videos, photos, screen recordings, and texts in 30+ languages
- Set recurring tasks, reminders, and check-in prompts to sustain participation across long studies
- Use generative AI for summarisation, translation, thematic analysis, and sentiment analysis to speed up analysis significantly
- Import follow-up interviews from Zoom or Microsoft Teams for deeper probing alongside diary data
- Build dashboards that track changes over time, across segments and pillars
- Create subtitled highlight reels to share participant voice with stakeholders
Do you need a specialist team to run a routine study?
No. Whether you're a brand insights team, a pharma research group, or an agency, Indeemo can support you.
Use the platform independently, or partner with our Catalyst team for study design, recruitment, moderation, and analysis. If you have research ambitions but not the in-house capacity, we can lend a helping hand – particularly useful for routine studies that stretch across weeks or involve cross-pillar design.
Closing thought
Q3 2025 shows Indeemo being used as a routine-first insight engine – a place where organisations come to understand the repeated, emotional, contextual patterns that shape people's lives.
The rise of the routine study isn't a trend layered on top of "real research." It is real research, because real life happens in repetition.
When you understand routines, you understand:
- What people actually do
- Why they keep doing it
- What would make them change
- And how products, services, and systems earn a place in daily life
That's where insight is going next.
Frequently asked questions
What is a routine study in qualitative research? A routine study captures repeated real-world behaviour over time –often through diary, video, photo, or in-context tasks – so researchers see daily life as it's actually lived, not how it's remembered.
How is a routine study different from a diary study? A diary study is one format of routine research – typically a 1–4 week period where participants document specific moments. Routine research is the broader category, which also covers longitudinal mobile ethnographies, in-use product trials, patient journeys, and hybrid digital behaviour studies.
How long do routine studies usually run? Most routine studies run for 1 to 4 weeks, long enough to see patterns emerge across repeated behaviours. Longer programmes (3–6 months or more) are common in health, product experience, and organisational research where adaptation over time is the question.
What industries use routine studies? Q3 2025 data on Indeemo showed routine research active across FMCG, healthcare, technology, retail and e-commerce, fintech, public sector, and social impact. Any category where behaviour is embedded in daily context benefits from routine capture.
How do you analyse routine data at scale? Combine thematic analysis across participants (to see shared patterns) with longitudinal analysis of individual journeys (to see how any one person changes over time). Generative AI on Indeemo supports both – surfacing themes across the full dataset, and letting researchers trace individual stories across the study timeline.
