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RefineSaaS · Analytics

Catalog study 11

SaaS analytics workspace

A dense analytics workspace refined around one operating question, persistent filters, readable trends, and a table that supports action without dashboard-card repetition.

Repository-owned synthetic study. It proves composition and design reasoning without claiming live product behavior, customer adoption, measured outcomes, or production acceptance.

Signal / Product analyticsDecision workspace

Activation workspace

Where did activation change?

Last 30 daysAll channelsNew accountsvs previous period

42.8%

Activated within the first session

+4.6%

against previous period

Jun 28Jul 27
New accounts
37.2K

+6.8%

Completed setup
15.9K

+4.6%

Exceptions
184

Needs review

Activation drivers

Sorted by exception
ChannelNew usersActivationChangeState
Organic search18,42048.6%+8.2%Healthy
Paid social9,84032.1%−6.4%Review
Partner referral5,19044.8%+2.1%Stable
Product invite3,76056.2%+11.3%Healthy

Constrained width

On narrow screens, the operating question and trend remain first. Comparison metrics stack, while the table keeps a labelled horizontal scroll boundary.

Overview

Activation

Segments

42.8%

Proof details

Starting brief

Refine a SaaS analytics screen whose equal metric cards, detached filters, and decorative charts make it difficult for a growth team to find changes that need action.

Static analytics specimen using synthetic data. Query behavior, permissions, exports, saved views, chart accessibility, and production performance remain unverified.

Question

Where did activation change, and what needs action?

Hierarchy

Trend → drivers → exception table → action

Filters

Persistent period, segment, channel, and comparison

Narrow mode

Chart summary first; columns disclose progressively

Result

A workspace with stable navigation, a single primary trend, compact comparison metrics, filter provenance, exception-led rows, and a constrained-width mode that preserves the decision path.

Refuses

  • One card for every metric
  • Decorative chart variety
  • Hidden filter context or invented performance claims

Related catalog work

More product interfaces, systems, and quality proof.

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