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Choosing Moderated vs Unmoderated Research in Lookback (Operational Differences)

Choosing Moderated vs Unmoderated Research in Lookback (Operational Differences)

Henrik Mattsson avatar
Written by Henrik Mattsson
Updated today

Lookback supports both moderated and unmoderated research - but the difference between them is not just presence vs absence of a moderator.

They differ operationally in:

  • how participants are guided

  • how data quality is ensured

  • how sessions are run and observed

  • how researchers intervene (or don’t)

This article explains how to choose between them in practice, not in theory.


Moderated research in Lookback

Moderated research involves a researcher guiding the session in real time.

In Lookback, moderated research is conducted using:

  • LiveShare – continuous participant screen sharing

  • Interview – conversation-focused, limited screen sharing

When moderated research works best

Choose moderated research when you need to:

  • explore why users behave a certain way

  • probe unclear or unexpected behavior

  • adapt questions in real time

  • guide participants through complex flows

  • involve stakeholders live during sessions

Moderated research is especially effective when:

  • the product or prototype is complex

  • the research questions are exploratory

  • participant interpretation matters more than speed or scale


Unmoderated research in Lookback

Unmoderated research allows participants to complete sessions on their own time.

In Lookback, unmoderated research is conducted using:

  • Tasks – structured flows with step-by-step prompts

  • SelfTest – lighter-weight, instruction-driven sessions

When unmoderated research works best

Choose unmoderated research when you need to:

  • reach participants across time zones

  • collect data at scale

  • observe natural, uninterrupted behavior

  • reduce scheduling overhead

  • run diary or longitudinal studies

Unmoderated research is still qualitative in Lookback:

  • screen, audio, and often camera are recorded

  • participants are encouraged to think out loud

  • sessions stream live as they happen


Key operational differences

Researcher presence

  • Moderated: Researcher is present and guides the session

  • Unmoderated: Researcher is not present; instructions and tasks guide behavior


Data quality control

  • Moderated:

    • researcher can clarify misunderstandings

    • follow up immediately

    • adapt questions on the fly

  • Unmoderated:

    • relies on clear instructions and task design

    • can use AI moderation in Tasks to prompt clarification and elaboration


Participant experience

  • Moderated:

    • more conversational

    • participants can ask questions

    • pacing is researcher-driven

  • Unmoderated:

    • self-paced

    • participants follow instructions independently

    • pacing is participant-driven


Device and setup considerations

  • Moderated LiveShare on mobile:

    • requires the Participate app

    • enables full screen recording

  • Moderated Interview on mobile:

    • no app required

    • no screen sharing

  • Unmoderated on mobile:

    • requires the Participate app

    • supports screen, audio, and camera recording


AI-assisted research considerations

Lookback’s AI plays different roles depending on the method:

  • Moderated research:

    • AI assists with note-taking and surfacing moments of interest

    • researchers remain fully in control of the session

  • Unmoderated research (Tasks):

    • AI moderation can prompt follow-ups

    • helps ensure participants fully answer questions

    • reduces common unmoderated failure modes

AI supports researchers - it does not replace them.


Choosing the right method: practical guidance

Ask yourself:

  • Do I need to adapt questions in real time? → Moderated

  • Do I need scale or async flexibility? → Unmoderated

  • Is misunderstanding likely without clarification? → Moderated or AI-moderated Tasks

  • Am I running a diary or longitudinal study? → Unmoderated

Many teams use both approaches together within the same Project.

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