Social Platform Feature Adoption Rates

This dataset provides detailed records of user adoption and interaction with new social platform features, including usage frequency, interaction types, feedback scores, and contextual information such as platform and user segment. It enables product teams to analyze feature adoption rates, identify user cohorts, and optimize feature rollouts based on real usage data and feedback.

  • last updated 20 Aug 2025
  • by GoMask
The brief that made it

Analyzing feature adoption rates across user segments

Sample rows

preview · 8 of 200 rows · all 14 columns
adoption_idstringadoption_sourcestringfeedback_scorefloatis_first_time_adoptionbooleanfeature_categorystringuser_idstringfeature_idstringfeature_namestringadoption_datedateusage_countintegerlast_used_datedateinteraction_typestringplatformstringuser_segmentstring
adpt-001-Ain-app prompt4.8truemessaginguser_001ftr-001Instant Messaging2024-06-021562024-06-17clickAndroid18-24-USA_power
adpt-002-Borganic discovery3.7truesharinguser_002ftr-002Photo Sharing2024-05-2032024-06-15shareiOS25-34-Europe_casual
adpt-003-Creferral4.5falsereactionsuser_003ftr-003Quick Reactions2024-05-29452024-06-16likeWeb35-44-USA_power
adpt-004-Din-app prompt4.2truenetworkinguser_004ftr-004Group Networking2024-06-03122024-06-18viewAndroid18-24-Asia_power
adpt-005-Eorganic discovery3.9truepostsuser_005ftr-005Post Creator2024-05-2212024-05-22clickWeb25-34-USA_regular
adpt-006-Freferralblankfalsesettingsuser_006ftr-006Advanced Settings2022-11-050blankotherOther55+-Oceania_retired
adpt-007-Greferral2.8falsecommentsuser_007ftr-007Comment Threads2021-07-1452023-09-04commentWeb45-54-Europe_retired
adpt-008-Hin-app prompt2.3truevideosuser_008ftr-008Video Stories2024-03-1222024-04-19viewAndroid25-34-Asia_new

What the 200 rows show

from the 200-row sample

In-app prompt (adoption source) stands out: 72 of its 72 rows have is_first_time_adoption = true, against 39 of 128 for the rest.

  • 56%is_first_time_adoption = true
  • 3.7median feedback_score
  • 4platforms
  • 6interaction types
  • 50features
  • 50user segments
Is first time adoption rate by adoption_sourceis_first_time_adoption = true
0%50%100%100%in-app prompt72 of 720%referral0 of 6764%organic disc…39 of 61
feedback_score180 rows, in bands of 0.5
0255034172824273047135feedback_score →

Median 3.7, from 1.2 to 5.0.

feature_category200 rows · 10 values
  1. messaging34
  2. settings28
  3. posts24
  4. reactions20
  5. networking19
  6. sharing18
  7. engagement17
  8. videos14
  9. photos14
  10. comments12
14 columns by typefrom the column list below
  • string 9
  • integer 1
  • float 1
  • date 2
  • boolean 1

Columns

14 columns in four groups
blueprint · 14 columns
columntypedescriptionexample
Text 9 columns
adoption_idstringUnique identifier for each feature adoption recorduniqueadpt-001-A
user_idstringUnique identifier for the user interacting with the featureuser_001
feature_idstringUnique identifier for the social platform featureftr-001
feature_namestringHuman-readable name of the featureInstant Messaging
feature_categorystringCategory or type of the feature (e.g., messaging, sharing, reactions)10 categories · optionalmessaging
interaction_typestringType of interaction with the feature (e.g., click, share, comment, like)6 valuesclick
platformstringPlatform or device used (e.g., iOS, Android, Web)iOS · Android · Web · Other · optionalAndroid
user_segmentstringSegment or cohort the user belongs to (e.g., age group, region, power user)optional18-24-USA_power
adoption_sourcestringSource or trigger for adoption (e.g., in-app prompt, organic discovery, referral)3 sources · optionalin-app prompt
Numbers 2 columns
usage_countintegerNumber of times the user interacted with the feature0 or more156
feedback_scorefloatUser feedback or rating for the feature (scale 1-5)1 to 5 · optional4.8
Dates and times 2 columns
adoption_datedateDate when the user first adopted or used the feature2024-06-02
last_used_datedateMost recent date the user interacted with the featureoptional2024-06-17
True or false 1 column
is_first_time_adoptionbooleanIndicates if this is the user's first time adopting the featuretrue

Use it for

  • is first time …56%111 of 200 rowsmean feedback score b…3.7in-app…3.7referr…3.4organi…

    A social media dashboard

    The is_first_time_adoption rate, feedback_score by adoption_source and a breakdown of feature_category. Excel, Power BI or Tableau.

  • Why do 111 of 200 rows have is_first_time_adoption = true?

    A root-cause class exercise

    Hand out the rows and one question. The answer is in the data, not in the brief.

  • A software demo

    Believable adoptions with user_id, feature_id and feature_name to fill a screen in front of a buyer.

Not quite right?

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This dataset200 rows14 columns
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blueprint · social-platform-feature-adoption-rates

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 14 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with
  • Track feature activation events
  • Record user engagement per feature
  • Flag rapid adoption periods
  • Exclude beta features
Rows
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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
social-platform-feature-adoption-rates

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