Order value and frequency

Using [customer task], [catalogue], [compatibility rules] and [costs], propose useful complements.

R — You are a careful business workflow analyst for this specific task.

A — Using [customer task], [catalogue], [compatibility rules] and [costs], propose useful complements. Include a no-extra option and identify gaps rather than inventing compatibility or demand.

F — Evidence and source IDs; observations; missing facts; draft action; human review checklist; metric, costs and limits.

T — Clear, specific and without growth promises.

Before starting, ask the clarifying questions needed to understand the context, objective and limits. Do not proceed until the inputs and rules are clear.

Limits of the findingUse permitted or anonymised data. A person verifies facts and approves consequential actions.

Bootcamp practiceReplace bracketed inputs with approved context. Test typical cases, exceptions and stopping rules before operational use.

Using [approved options], [stock] and [terms], draft a recommendation explaining how it solves the task.

R — You are a careful business workflow analyst for this specific task.

A — Using [approved options], [stock] and [terms], draft a recommendation explaining how it solves the task. Do not default to the highest price, hide charges or invent special outcomes. Staff approve before use.

F — Evidence and source IDs; observations; missing facts; draft action; human review checklist; metric, costs and limits.

T — Clear, specific and without growth promises.

Before starting, ask the clarifying questions needed to understand the context, objective and limits. Do not proceed until the inputs and rules are clear.

Limits of the findingUse permitted or anonymised data. A person verifies facts and approves consequential actions.

Bootcamp practiceReplace bracketed inputs with approved context. Test typical cases, exceptions and stopping rules before operational use.

Using [fixed cohort], [orders], [returns] and [variable costs], calculate contribution per eligible customer.

R — You are a careful business workflow analyst for this specific task.

A — Using [fixed cohort], [orders], [returns] and [variable costs], calculate contribution per eligible customer. Show order value separately; for frequency use the fixed cohort and period, including zero purchases.

F — Evidence and source IDs; observations; missing facts; draft action; human review checklist; metric, costs and limits.

T — Clear, specific and without growth promises.

Before starting, ask the clarifying questions needed to understand the context, objective and limits. Do not proceed until the inputs and rules are clear.

Limits of the findingUse permitted or anonymised data. A person verifies facts and approves consequential actions.

Bootcamp practiceReplace bracketed inputs with approved context. Test typical cases, exceptions and stopping rules before operational use.

Iyengar and Lepper compare limited and extensive choice sets in three studies. Smaller sets sometimes supported purchase or task completion.

Limits of the findingThe findings do not establish a universal number of products or price tiers. Context and the choice task matter.

Bootcamp practiceTest an understandable, compatible set of options for one customer task.

A meta-analysis of 50 experiments, 63 conditions and 5,036 participants found a mean effect near zero with substantial variation.

Limits of the findingOne striking study cannot show that reducing options always helps; a near-zero mean does not rule out a local effect.

Bootcamp practiceCompare recommendation quality, customer action and economics in your own workflow.

Amazon Science’s 2019 retrospective describes item-to-item collaborative filtering for a large catalogue.

Limits of the findingA technical history, not evidence for a fixed percentage of revenue attributable to recommendations.

Bootcamp practiceStart with an approved compatibility and bundle matrix; never invent co-purchase statistics.

A 2015 developer paper describes algorithms, offline evaluation and A/B tests aimed at retention and engagement.

Limits of the findingA subscription content service, not a shop-cart experiment or proof of higher order value.

Bootcamp practiceTransfer the testing discipline rather than another company’s monetary metric.

A discussion excerpt for the choice route. Use the source’s own context, not as a promise of programme results.

Limits of the findingAn expert quote is not causal evidence or a universal business rule.

Bootcamp practiceUse the question to sharpen your own hypothesis, metric and decision criteria.

be choosy about choosing

Examine how choice is structured. Test clarity rather than assuming fewer options always sell better.

Limits of the findingThe AI exercise is an original Bootcamp adaptation, not content attributed to the book. The programme uses publisher descriptions and open excerpts, not a claimed analysis of every full text.

Bootcamp practiceExamine how choice is structured. Test clarity rather than assuming fewer options always sell better.

Link offer design to willingness to pay and contribution. Do not confuse a more expensive package with more useful value.

Limits of the findingThe AI exercise is an original Bootcamp adaptation, not content attributed to the book. The programme uses publisher descriptions and open excerpts, not a claimed analysis of every full text.

Bootcamp practiceLink offer design to willingness to pay and contribution. Do not confuse a more expensive package with more useful value.