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SQL for A/B Test Results
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SQL for A/B Test Results

MediumSQL · PostgreSQL

Problem

Write SQL queries to analyze the results of a completed A/B test. Asked in the Round 1 (SQL + product) stage. The expected analysis uses the completed experiment and its assigned users and orders.

Write a SQL query for experiment experiment_id = 100.

Output

  1. One row per variant.
  2. Columns: variant, assigned_users, purchasing_users, conversion_rate, total_orders, total_revenue, and average_order_value.
  3. Include all variants, including those with no orders, and count only orders during the experiment dates.
  4. Sort by variant ascending.

Schema

experiments
ColumnTypeDescription
experiment_idPKINTUnique experiment identifier
experiment_nameVARCHAR(100)Experiment name
statusVARCHAR(20)Experiment lifecycle status
start_dateDATEFirst date included in the experiment
end_dateDATELast date included in the experiment
experiment_assignments
ColumnTypeDescription
assignment_idPKINTUnique assignment identifier
experiment_idINTExperiment receiving the assignment
user_idINTAssigned user
variantVARCHAR(20)Experiment variant
orders
ColumnTypeDescription
order_idPKINTUnique order identifier
user_idINTUser who placed the order
order_dateDATEOrder date
order_amountDECIMAL(10,2)Order revenue amount
Tablesexperimentsexperiment_assignmentsorders
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