Survey Insights / Brand & User Research

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01 / Overview

At a glance.

Headline metrics and the strongest signals from this round of responses. Every number here is a link to a deeper view.

Automated insights

What the data is telling us.

Response volume
Submissions over time
Total score distribution
Out of 6 (3 color + 3 icon)
02 / Brand Recognition

Can people identify the brand?

Measures how well RentCafe, Zillow, Apartments.com, and Apartment List are recognized by their color palette and iconography alone. Confusion matrices show which brands get mistaken for which.

Color recognition by brand
% correctly identified from color swatch
Icon recognition by brand
% correctly identified from icon
Confusion matrices
Where people go wrong
Rows = actual brand. Columns = what they guessed.
Color swatch confusion
Icon confusion
Color vs Icon score correlation
Does strong color recognition predict icon recognition?
03 / Perception Shift

Current RentCafe vs new design.

For each aesthetic tag (Modern, Premium, Generic, etc.), we track how often respondents applied it to each design. The net sentiment score is the sum of positive tags minus negative tags per respondent.

Tag frequency comparison
Percent of respondents applying each tag
Current RentCafe New Design
Per-respondent net sentiment shift
How each person's overall sentiment changed
Tag co-occurrence (New Design)
Which perception tags are applied together most often
04 / Design Preference

Light or dark?

The raw preference split, plus how that split changes when you segment by brand recognition, willingness-to-switch, and perception of the current RentCafe design.

Headline split
Preference by recognition score
Are brand-savvy respondents more polarized?
Preference by perception of current RentCafe
Do people who dislike the current design favor the new one more?
What each camp says about the dark (B) design
Tag frequency, split by preference group
05 / Willingness to Switch

What's the price of a try?

The minimum incentive each respondent said they'd need to try a new rental platform. Low numbers mean low switching friction; high numbers suggest strong existing loyalty or skepticism.

Incentive distribution
Minimum $ required to try a new platform
Cumulative adoption curve
% of users you'd capture at each incentive level
Incentive by design preference
Do Design A fans and Design B fans have different price points?
06 / Demographics

Who answered?

Demographics come from the Prolific participant export. Upload a Prolific demographic CSV to enrich this view. Once merged, every other section is segmentable by age, gender, and more.

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Export your participants from Prolific (Studies → Your study → Export → "Demographic data") and click Upload CSV above. The tool will auto-detect the format and match rows on Participant ID.
07 / Open Text

What people actually said.

Word-level and theme-level analysis of both open-ended questions. Compare what came up for the current design vs the new design — which themes fade, which emerge.

Themes mentioned — Current RentCafe
Keyword frequency across open-text responses
Themes mentioned — New Design
Keyword frequency across open-text responses
Comparable references
Brands, apps, and products people compared the designs to
Current RentCafe — reminds me of
New Design — reminds me of
Representative quotes — current design
Representative quotes — new design
08 / Response Explorer

Every response, filterable.

Full table of responses with filters. Useful for spot-checking responses, finding specific demographics, or qualifying participants for follow-up.

Filter
Time ID Score Pref Incentive Current tags Current text New tags New text