Snapshots

No experiments in v1, but the fair-test maths is already built

Waiting on you
  • Measurement and sending to a brand's customers are both cut from v1.
  • Every estimate is a difference with a seeded range, so it never wobbles on reload.
  • Site and checkout tests wait for a sample of 1000, never before day 14.
  • v3 adds holdouts through the brand's own Klaviyo or WhatsApp tool.
1000Sample before site tests decide
Your call

Run holdouts through the brand's own tools, and at what default share?

Data and analytics · 7.7

Experiments

DraftLast checked Mon Oct 26Owner Param

Answer

In v1 the product runs no experiments, on brands or on itself; the maths for fair tests already exists, and v3 brings tests and holdouts that run through the brand's own tools, so a result says what the Play did and not what the season did.

Today

  • Measurement and results are cut, so no test is run or read. brew/SCOPE.md:39
  • Sending to a brand's customers is cut, holdouts included. brew/SCOPE.md:38
  • The methods exist, strongest first: holdout against a control group, launched against untouched, tagged sales only, before and after. brew/measure-stats.js:1-23
  • Every estimate is a difference against something with a bootstrap range, seeded so it never wobbles on reload. brew/measure-stats.js:1-9
  • A method needs at least 3 points a side, or 5 tagged outcomes. brew/measure-stats.js:48-50
  • Verdicts: Win, Helped short of target, Likely helped, No effect, Inconclusive, Too early to call, Hurt, Not shipped; Inconclusive never teaches "this does not work". brew/measure-stats.js:93-94
  • Each family names which comparisons are possible; paid ads, site and messages can reach a holdout. brew/data/measure-families.json
  • Site and checkout tests decide once their sample of 1000 is reached, in whole weeks, never before day 14, at most day 56. brew/measure-families.js:11-40
  • A brief's How we measure it can describe a holdout split the team runs; the product only writes the plan. brew/measure-spec.js:16-23, 86
  • The product shows one version, then Redo it, never three options at once. memory brew-one-version handbook content/company-and-strategy/decisions-log.md:37

Tomorrow

Item Version Tag
No experiments; the brief carries the team's own test plan v1 Stays
Posting with a person's yes makes a launch date exact, the first input a test needs v2 New
Holdouts through the brand's own Klaviyo or WhatsApp tool, never our sending v3 New, proposed
Launched against untouched for site, price and listing Plays v3 New
A test decides only on the family's decide day v3 New
Only A and B results teach ranking v3 New, proposed
Ad rules hold back a share of spend as a control when the brand allows it v4 New, proposed
Product tests on our own pages v3 New, proposed, only with enough active brands

Proposed rules for v3

  1. One test per number per brand at a time, so two launches never share a result.
  2. A holdout is declared at launch and locked; only a declared holdout earns grade A. memory feed-measurement-engine
  3. The control group gets nothing extra; the default share is 10%, and the brand may change it.
  4. An early stop rule pauses a test only when the family names one, and a person says yes.
  5. A result shows its method, sample, range and grade beside the number.

How we do it

Nothing to run in v1. When v3 starts:

  1. Pick the family; read its comparisons and decide day.
  2. Write the test into the brief before launch: the metric, the groups, the decide day.
  3. Read results only from fresh, real account rows.

Numbers

Metric Definition Where measured Status
Tests running Declared tests not yet decided Launch records v3, Proposed
Holdout share Share of results at grade A Launch records v3, Proposed
Inconclusive share Share of decided tests with no clear answer Launch records v3, Proposed

Open

  1. Holdouts through the brand's own tools? Proposal: yes, Klaviyo and the brand's WhatsApp tool first, never our own sending. handbook content/company-and-strategy/open-questions.md:39
  2. Test our own product before v3? Proposal: no; with five partners, compare weeks before and after a change and ask them.
  3. Default holdout share? Proposal: 10%, shown to the brand before launch.
Sources
  • brew/SCOPE.md:38-39
  • brew/measure-stats.js:1-23, 48-64, 93-94
  • brew/measure-families.js:11-40
  • brew/data/measure-families.json
  • brew/measure-spec.js:16-23, 86
  • memory feed-measurement-engine, brew-one-version
  • handbook content/company-and-strategy/open-questions.md:37-39, content/company-and-strategy/decisions-log.md:36-37

Source file content/data-and-analytics/experiments.md · For agents: Markdown · JSON