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- Textbook
- Chapter 3, §3.1.2–3.1.2.2 (retention, personalisation and customisation), §3.3.4 (email direct marketing), §3.3.5 (affiliate marketing); §3.1.1 for post-purchase behaviour.
- Prerequisites
- Lesson 8: cost, delivery and after-sales; Lesson 13: the funnel and its repurchase counter.
- Role in the course
- This lesson explains why the last funnel counter is the hardest: retention is produced by fulfilment, product information and service recovery, not by a coupon.
- Define retention and measure it with repurchase rate, a cohort retention curve and service response time.
- Explain why email and messaging lists are strong for relationships and weak for acquisition, using the textbook's costs and response rates.
- Identify the four players in affiliate marketing and compute what a commission does to a given gross margin.
- Design a service-recovery sequence of apology, compensation and root-cause analysis, and explain why it is not the same as a discount.
A new customer costs far more to acquire than an existing one costs to bring back - the exact gap varies by store, so treat any single ratio as an illustration, not a statistic. The harder question is why the existing customer returns: the parcel arrived on time, the size was right, the complaint was answered. Is retention cheaper advertising, or fewer service failures?
Focus
- Retention is a relationship measured over time, not a one-off discount.
- Email maintains relationships but does not acquire at scale; affiliate marketing acquires but does not retain.
- Service recovery works through speed, apology, compensation and root-cause removal, and its cost must be compared with the lifetime value it protects.
Likely difficulties
- Students treat a coupon campaign as retention, although it buys one transaction and trains customers to wait for discounts.
- They read a rising repurchase rate without checking the cohort, the time window or the traffic mix.
- They assume good reviews prove retention, although satisfaction, review bias and repeat purchase are different measures.
Core concepts
What it is · Why it matters · How it explains the case · Difference from nearby concepts
Customer retention and its metrics EN
- What it is
- §3.1.2 defines retention as building strong relationships and raising loyalty or stickiness, supported by personalised advertising and customisation. Operationally it is measured by repurchase rate, a cohort retention curve and service response.
- Why it matters
- Retention turns one purchase into repeatable revenue and protects the acquisition spend; without it, every month starts from zero.
- How it explains the case
- Track a cohort of first buyers for 30, 60 and 90 days; report cumulative retention and period retention separately.
- Difference from nearby concepts
- Retention is not satisfaction and not a coupon. Satisfaction is an attitude; a coupon is a price concession; retention is observed repeat behaviour over a defined window.
- How it works
- Group buyers by acquisition month, count how many buy again in each later period, and plot the share against time; the curve usually falls and then flattens.
- Conditions and limits
- The rate depends on the window and the category's natural repurchase cycle; a 90-day rate is meaningless for a product bought once every three years.
Email and messaging lists EN
- What it is
- §3.3.4: email sent to an opt-in list; click-through typically 3%-4%; list cost about 5-20 US cents a name versus 75-80 cents for a direct-mail postcard; sending is nearly free.
- Why it matters
- It is cheap, measurable and personal, which makes it a strong relationship channel; but the textbook is explicit that it acquires new customers poorly.
- How it explains the case
- Use it after purchase: usage guidance, replenishment reminders, service follow-up and member events, always with consent and an easy opt-out.
- Difference from nearby concepts
- A list is not an audience you own on a social platform; it is a permission asset. A purchased list without consent is neither effective nor proper.
- How it works
- Collect consent at checkout or registration, segment by behaviour, send one relevant message, and measure delivery, click, unsubscribe and repurchase.
- Conditions and limits
- Deliverability and spam filters reduce reach; over-mailing raises unsubscribes; a list decays as addresses change, so it needs regular cleaning.
Affiliate marketing EN
- What it is
- §3.3.5: pay-for-performance marketing with four players - the advertiser (merchant or brand), the network, the publisher (the affiliate) and the customer; commissions typically 4%-20%, Amazon Associates up to about 10%, eBay's partner network about 1%-6%.
- Why it matters
- It ties acquisition cost to results and borrows a publisher's trust, which suits reaching new buyers; it does not create retention because the audience belongs to the publisher.
- How it explains the case
- Work with review sites or creators, pay only on tracked sales, and check that the commission leaves positive contribution after product, logistics and returns.
- Difference from nearby concepts
- Affiliate marketing is not distribution (no inventory or pricing transfer) and not private-traffic operation (the relationship stays with the publisher).
- How it works
- The publisher places a tracked link or code; the network records the sale and handles payment; the advertiser pays a commission and bears the return risk.
- Conditions and limits
- Attribution can be claimed by the last click; fraudulent or incentivised traffic can inflate sales; high commissions can exceed the margin on low-margin goods.
Service recovery EN
- What it is
- The sequence after a failure: acknowledge and apologise, compensate appropriately, and remove the root cause so the failure does not recur. Speed of first response is part of the service.
- Why it matters
- A complaint is a second chance; handled well, it can preserve a relationship that a discount cannot buy. Handled badly, a double deviation destroys trust faster than the original error.
- How it explains the case
- Set a response standard, give front-line staff a compensation range, and log causes weekly; separate the customer remedy from the internal fix.
- Difference from nearby concepts
- Service recovery is not a coupon and not unlimited compensation. A coupon may accompany an apology, but without a cause fix it buys silence, not loyalty.
- How it works
- Respond fast, name the failure, offer a specific remedy, confirm the customer's desired outcome, then trace the cause to product information, fulfilment or the service process.
- Conditions and limits
- Compensation attracts abuse and must be capped; root-cause fixes take time; some failures (late customs clearance) are outside the seller's control and need honest expectation setting.
A new customer and an existing customer do not cost the same to reach. Every seller has heard a version of this claim, often with a dramatic ratio attached. The exact gap depends on category, channel, margin and service quality, so this lesson treats any single number as an illustration rather than a statistic. The useful question is not 'how much cheaper is retention' but 'what makes the existing customer come back'. The answer is usually unglamorous: the parcel arrived when promised, the size was right, the product page told the truth, and when something went wrong, someone replied.
§3.1.2 defines retention as building strong relationships and raising loyalty or stickiness to a brand, supported by personalised advertising and customisation. Operationally, three measures matter. Repurchase rate asks what share of buyers bought again within a window. A cohort retention curve follows a group of first-time buyers over time. Service response measures how quickly and completely a problem is handled. Together they describe a relationship, not a transaction. A coupon can raise one month's repurchase and still leave the relationship unchanged.
Read a retention curve carefully. Take 1,000 first-time buyers in January. If 180 buy again in month 1, period retention is 18%; if 90 more buy in month 2, cumulative retention is 27%; if 40 more buy in month 3, cumulative retention is 31%. The period rate falls while cumulative retention rises, and both are correct. The curve usually declines and then flattens; the flat part is the loyal core. Two warnings: the window must match the natural repurchase cycle, and the cohort must be fixed. Recomputing a rate on a changing mix of old and new customers can make retention look better while every cohort is getting worse.
Service is where retention is won or lost. A failure is a moment when the customer tests whether the seller is competent and honest. Service recovery has three parts. Apologise specifically, naming what went wrong rather than saying 'sorry for the inconvenience'. Compensate appropriately - a replacement, a partial refund, a return label - within a range that front-line staff can authorise. Then remove the root cause: if the wrong size keeps shipping, fix the size chart or the picking process, not only the complaint. Speed matters because uncertainty is worse than a known delay. A slow reply followed by a generic coupon is a double deviation: the customer is disappointed twice, and the second disappointment is about how the seller handled the first.
Email and messaging lists are the textbook's clearest example of a channel with a role. §3.3.4 says email is sent to an opt-in audience, click-through is typically 3%-4%, sending is almost free, and the main cost is the list at about 5-20 US cents a name, compared with 75-80 cents for a direct-mail postcard. The same section concludes that email works well for maintaining customer relationships but poorly for acquiring new customers. That conclusion should decide where the channel sits in the plan. Use it for post-purchase guidance, replenishment, service follow-up and member events; do not expect it to fill the top of the funnel. Consent is not a formality: a purchased list without permission is both ineffective and improper, and spam filters will remove much of it.
Affiliate marketing sits on the other side. §3.3.5 describes pay-for-performance marketing with four players: the advertiser (merchant or brand), the network, the publisher (the affiliate) and the customer. The advertiser pays a commission, typically 4%-20%; Amazon Associates pays up to about 10%, and eBay's partner network about 1%-6%. The publisher places a tracked link, the network records the sale and handles payment, and the advertiser bears the return risk. This model buys acquisition, not retention: the audience and the relationship belong to the publisher. It also has a margin arithmetic that students often skip. A 20% commission on a product with a 30% gross margin leaves 10% before logistics, returns and overhead; on a 15% margin it is negative. Check the contribution, not only the sales.
Private traffic is often sold as the answer to rising acquisition costs, and it does lower the media cost of repeat contact. §3.5.1 defines private traffic as owned by the firm, with repeated use adding no cost, and describes conversion through activities, promotions and one-to-one chats. Those activities are work. A community needs moderators, content, service replies and someone to handle complaints at the weekend. The media bill falls, the payroll does not. A community can also decay: members mute the group, the same ten people reply, and the reach that looked owned becomes a small, tired audience. Private traffic is therefore a cost shift and a management task, not a free asset.
Three clarifications close the common confusions. First, retention is not a coupon. A discount can buy a transaction, but it also teaches customers to wait for the next discount, and it lowers the margin on orders that would have happened anyway. Second, a good review is not retention. Reviews measure a moment of satisfaction, are biased toward extreme experiences, and may be influenced by incentives; repeat purchase is observed behaviour. A store can have excellent ratings and a one-time customer base. Third, service recovery is not unlimited compensation. Compensation has to be proportionate and capped, or it attracts abuse and rewards the loudest complaint rather than the most serious failure.
Measure retention with cohorts and money. Group customers by acquisition month, track 30-, 60- and 90-day repurchase, and compare the curve before and after a change. Segment by first product, channel and whether the first order was discounted, because a discount-acquired cohort often retains worse. Then compare the contribution from repeat orders with the cost of the retention programme - email tools, service staff, community moderation and compensation. A programme that raises repurchase by two points but costs more than the incremental margin is not a retention strategy. Lifetime value can help, but only with stated assumptions; a precise LTV built on three months of data is false precision.
The lesson is not that advertising is bad or that service is everything. Acquisition and retention are different jobs with different tools. Affiliates and paid reach bring the first order; email, personalised contact and service recovery protect the second. The funnel's last counter, repurchase, is therefore not a marketing afterthought. It is the score of whether fulfilment, product information and service kept the promise the acquisition campaign made. Lesson 15 turns to the product side of that promise: assortment and the long tail.
Example 1: reading a cohort, not a monthly average
Of 1,000 January first-time buyers, 180 buy again in month 1 (18%), 90 more in month 2 (27% cumulative) and 40 more in month 3 (31% cumulative). The monthly rate falls while cumulative retention rises - both are true, and they answer different questions.
Concept applied: Cohort retention curve.
Example 2: email versus postcard at 10,000 names
At 10 cents a name, an email list costs about US$1,000; at 80 cents, postcards cost about US$8,000 before printing and postage differences. The email channel is cheaper to reach, but it still needs consent and a relevant message.
Concept applied: List cost, not total campaign cost.
Case
Teaching scenario (fictional, for analysis)
Case: two retention plans (teaching case)
- Background and period
- A fictional cross-border home-goods shop has 1,000 first-time buyers a month, an average order value of US$40 and a 35% gross margin (US$14 per order). Baseline 90-day repurchase is 12%. All figures are teaching simulations.
- The problem
- Plan A sends every buyer a 15% coupon; Plan B invests in post-purchase email, a local size guide and a 24-hour service standard. Both claim to raise repurchase. Which one adds contribution, and what should the shop measure to know?
- What was done, with evidence
- Plan A: margin falls from US$14 to US$8 per order (15% of US$40), and repurchase rises from 12% to 14%, i.e. from 120 to 140 repeat orders. Plan B: programme cost US$600 a month; repurchase rises from 12% to 18%, i.e. from 120 to 180 repeat orders, with margin unchanged.
- Observable results
- Plan A: +20 orders × US$8 = +US$160, but the 120 orders that would have happened anyway lose US$6 each = -US$720; net about -US$560 a month. Plan B: +60 orders × US$14 = +US$840, minus US$600 cost = +US$240 a month. Plan B wins on contribution, but the gain is modest and depends on the service standard actually being met. Plan A could still be justified for clearance or acquisition, but not as retention.
- Concepts applied
- Retention metrics; coupon versus relationship; email and service roles; affiliate acquisition versus retention; cohort measurement.
Discussion questions
- Recompute both plans' monthly contribution and state every assumption, including whether all repurchasers use the coupon.
- Why does the coupon plan lose money even though repurchase rises? Show the two effects separately.
- Which parts of Plan B are personalisation, customisation and service recovery?
- What would you measure in the next cohort to test whether Plan B's gain is real rather than seasonal?
Teacher analysis notes
The common error is computing only the 20 incremental orders and ignoring the discount on the 120 baseline orders. Force students to separate the incremental effect from the price effect. Plan B's US$240 is small; ask whether it survives if service cost rises to US$900. The case is fictional and the 12% baseline is not a benchmark.
Source: Teaching case written for this course; retention, email and affiliate definitions from SRC-003 §3.1.2, §3.3.4–3.3.5; all figures are illustrative simulations.
Chart / diagram
The retention loop: how one order becomes the next
First purchase
→
Fulfilment and product information
→
Service recovery
→
Personalised contact
→
Repurchase and referral
Fulfilment shapes the first experience, service recovery repairs failure, and personalised contact creates the second chance - break one link and the loop stops.
How to read this chart
- Read the loop as a cycle, not a one-way funnel: a recovered complaint can re-enter at personalised contact.
- The first two nodes are where most retention is won or lost; a coupon cannot repair a wrong size or a late parcel.
- The last node feeds the next cohort, so referral and repurchase should be measured together with service response.
Customer retention
§3.1.2 defines retention as building strong relationships and raising loyalty or stickiness, supported by personalised advertising and customisation.
Stickiness
§3.1.2 defines retention as building strong relationships and raising loyalty or stickiness, supported by personalised advertising and customisation.
Cohort
§3.1.2 defines retention as building strong relationships and raising loyalty or stickiness, supported by personalised advertising and customisation.
Retention curve
§3.1.2 defines retention as building strong relationships and raising loyalty or stickiness, supported by personalised advertising and customisation.
Repurchase rate
§3.1.2 defines retention as building strong relationships and raising loyalty or stickiness, supported by personalised advertising and customisation.
Opt-in list
§3.3.4: email sent to an opt-in list; click-through typically 3%-4%; list cost about 5-20 US cents a name versus 75-80 cents for a direct-mail postcard; sending is nearly free.
Affiliate marketing
Publishers are paid a commission for traffic or sales they generate for an advertiser.
Commission
B2C sells to end consumers.
Service recovery
The sequence after a failure: acknowledge and apologise, compensate appropriately, and remove the root cause so the failure does not recur.
First-contact resolution
The share of customer problems solved on the first contact.
Common claimRetention means sending coupons.
What needs clarifyingA coupon buys one transaction and may train customers to wait for discounts; retention is repeat behaviour built on fulfilment and service.
Common claimEmail can acquire customers at scale.
What needs clarifyingThe textbook says email is strong for maintaining relationships and weak for acquisition; filters and poor lists make it worse.
Common claimAffiliate marketing is a distribution channel.
What needs clarifyingAffiliates transfer no inventory or pricing power and are paid on results; the audience and relationship stay with the publisher.
Common claimPrivate traffic is free.
What needs clarifyingMedia cost falls, but moderation, content, service and promotions remain; the cost moves from media to labour.
Common claimGood reviews prove retention.
What needs clarifyingReviews measure a moment of satisfaction and are biased; retention is observed repeat purchase over a window.
Common claimService recovery means compensating until the customer stops complaining.
What needs clarifyingRecovery is a specific apology, proportionate compensation and a root-cause fix, with capped authority to prevent abuse.
- Name a brand you repurchase. How much of the reason is price, and how much is a service or product detail?
- If you could keep only one retention tool - post-purchase email, a community or local returns - which would you keep and why?
- A 20% affiliate commission on a 30% gross margin: what is left, and when should the seller refuse?
- How would you tell the difference between a service recovery that saved a customer and one that only bought silence?
Design a recovery and retention plan in 12 minutes
Choose one retention lever, compute its contribution, and write a service-recovery sequence with a cap.
- 3 min Pick a product and state its natural repurchase cycle and 90-day baseline.
- 3 min Choose coupon, email or service recovery; estimate cost and effect on repurchase.
- 4 min Compute monthly contribution, including the discount on orders that would have happened anyway.
- 2 min Write the apology, compensation cap and root-cause fix for one failure.
What students produce: A one-page plan with contribution arithmetic and a recovery script.
Teacher reference notes
The most common error is counting only incremental repeat orders and ignoring the discount on the baseline. Require the class to subtract it. Also ask what happens to Plan B if service cost doubles.
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跨境电商概论Lesson14_留存
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跨境电商概论Lesson14_留存
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Some questions are unanswered
Only you can see your notes; teachers and other students cannot.
- Retention is repeat behaviour measured by cohort, not a coupon or a satisfaction score.
- Email maintains relationships but does not acquire at scale; affiliate marketing acquires but leaves the relationship with the publisher.
- Service recovery is apology, proportionate compensation and root-cause removal; speed is part of the service.
- Private traffic shifts cost from media to labour; measure contribution, not only repurchase.
Materials & Extensions
Before class, in class, case discussion and after class. Only published materials are shown.
In class
case · Required
Cohort retention worksheet
A blank cohort grid for three acquisition months with 30-, 60- and 90-day columns; students compute period and cumulative retention.
en+zh · Course author, based on SRC-003 §3.1.2
· Course-authored teaching material
Case discussion
case · Optional
Service recovery role-play cards
Six failure scenarios (wrong size, late parcel, damaged item, customs delay, wrong address, rude reply) with a customer card and a staff card; students practise apology, capped compensation and a root-cause fix.
en+zh · Course author, based on SRC-003 §3.1.2 and Lesson 8 after-sales
· Course-authored teaching material
- Textbook §3.1.2–3.1.2.2 (retention, personalisation and customisation).
- Textbook §3.3.4 (email direct marketing) and §3.3.5 (affiliate marketing).
- Textbook §3.1.1 (post-purchase behaviour) as the starting point of repurchase.
跨境电商概论chapter 3.docx
· Chinese original source
Provided by the teacher · SRC-003
E-commerce 2022 (Business. Technology. Society.)
Laudon & Traver / Pearson · 2022 · SRC-005