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写下问题与取样范围",[512,527,528],{},"把“看看顾客怎么说”改为一个有边界的问题，例如“本月购买某款杯子的顾客，在收货阶段提到了哪些困惑或问题”。限定时间及时区、商品、地区、语言、渠道、记录状态和提取截止时间。",[512,530,531],{},"分别列出客服、评价、问卷的可用总量与实际纳入量。说明取全量还是抽样；抽样记录方法，排除广告、测试记录等材料时保留数量和理由，不能只取差评再概括全部反馈。问卷保存题目原文，受题目引导产生的回答应与主动表达区分。",[512,533,534,535,541],{},"列出遗漏：没有回复问卷的人、未联系过客服的人、暂时取不到的渠道或语言。",[516,536,540],{"href":537,"rel":538},"https:\u002F\u002Fwww.gov.uk\u002Fservice-manual\u002Fuser-research\u002Ffind-user-research-participants",[539],"nofollow","GOV.UK 的招募指南","说明招募方式会影响纳入对象；同样，既有反馈的来源也应成为解释边界，而不是在合并后被抹去。",[522,543,545],{"id":544},"_2-建立原话证据表并去重","2. 建立原话证据表并去重",[512,547,548],{},"表中至少保留原始记录编号、来源、时间、匿名顾客与订单编号、原话、上下文、事件编号、编码、分析备注及受控来源链接。原话中的可识别信息按既定权限与保留规则处理，匿名分析表不复制不必要的联系方式。",[512,550,551],{},"先去掉重复导出，再按事先定义的事件合并。以下示例把“同一顾客、同一订单、同一轮收货经历”的跨来源表达合为一个事件；这是本例口径，不是通用标准。合并保留原始记录，不覆盖不同说法。身份无法确认时不强行合并，标明对独立人数和频次的影响。",[512,553,554,555,560],{},"原话与编辑摘要分开；依据",[516,556,559],{"href":557,"rel":558},"https:\u002F\u002Fwww.gov.uk\u002Fservice-manual\u002Fuser-research\u002Ftaking-notes-and-recording-user-research-sessions",[539],"GOV.UK 的记录建议","，需要核实的引语应回到原记录检查。转述、翻译或删去识别信息均作标记，不把分析者的原因推断混入原话。",[522,562,564],{"id":563},"_3-编写标签的纳入与排除条件","3. 编写标签的纳入与排除条件",[512,566,567],{},"先读一部分记录，给意义片段编码，再整理标签。下表用于本页虚构例子；主题描述的是顾客报告的经历，尚未独立核验配送或商品事实。",[569,570,571,590],"table",{},[572,573,574],"thead",{},[575,576,577,581,584,587],"tr",{},[578,579,580],"th",{},"代码",[578,582,583],{},"主题",[578,585,586],{},"纳入",[578,588,589],{},"排除",[591,592,593,608,622],"tbody",{},[575,594,595,599,602,605],{},[596,597,598],"td",{},"A",[596,600,601],{},"到货时间信息不明",[596,603,604],{},"明确表达找不到或不能判断到货时间",[596,606,607],{},"仅说比已知承诺日期晚到",[575,609,610,613,616,619],{},[596,611,612],{},"B",[596,614,615],{},"商品破损",[596,617,618],{},"明确提到缺口、裂痕或碎裂",[596,620,621],{},"只说外箱压皱、商品完好",[575,623,624,627,630,633],{},[596,625,626],{},"C",[596,628,629],{},"超出承诺日期",[596,631,632],{},"明确表达实际晚于承诺日期",[596,634,635],{},"只说不知道何时到",[512,637,638],{},"另保留正面证据、未归类与待判断字段。一条记录可有多个标签，同一事件在同一标签下只计一次。让另一位同事独立检查部分材料，讨论分歧，修订定义并回查旧记录；保存规则版本，不能只改后半批。",[512,640,641,646],{},[516,642,645],{"href":643,"rel":644},"https:\u002F\u002Fwww.gov.uk\u002Fservice-manual\u002Fuser-research\u002Fanalyse-a-research-session",[539],"GOV.UK 的分析指南","把观察分组、发现与行动区分开。这里的编码表用于稳定分组口径，不要求所有材料必须落入预设标签。",[522,648,650],{"id":649},"_4-用小样本复算计数","4. 用小样本复算计数",[512,652,653],{},"以下 7 条材料均为本站原创虚构原话，模拟同一商品、同一地区、同一个月的反馈；数量仅为演示计算，不是推荐样本量。假定关联标识可靠，F01 与 F02 来自同一顾客同一订单同一收货事件，其余各来自不同顾客与订单。",[569,655,656,672],{},[572,657,658],{},[575,659,660,663,666,669],{},[578,661,662],{},"记录",[578,664,665],{},"来源",[578,667,668],{},"虚构原话",[578,670,671],{},"事件与编码",[591,673,674,688,702,715,729,742,755],{},[575,675,676,679,682,685],{},[596,677,678],{},"F01",[596,680,681],{},"客服",[596,683,684],{},"“找不到到货日，收到的杯子杯口还缺了一块。”",[596,686,687],{},"E01：A、B",[575,689,690,693,696,699],{},[596,691,692],{},"F02",[596,694,695],{},"评价",[596,697,698],{},"“这单杯口有缺口，当时也查不到哪天到。”",[596,700,701],{},"并入 E01：A、B，不重复计数",[575,703,704,707,709,712],{},[596,705,706],{},"F03",[596,708,695],{},[596,710,711],{},"“比承诺晚了两天，杯子倒是完好的。”",[596,713,714],{},"E02：C；保留商品完好的陈述",[575,716,717,720,723,726],{},[596,718,719],{},"F04",[596,721,722],{},"问卷",[596,724,725],{},"“一直没找到预计到货日，杯身还有裂痕。”",[596,727,728],{},"E03：A、B",[575,730,731,734,736,739],{},[596,732,733],{},"F05",[596,735,681],{},[596,737,738],{},"“页面只写已发货，不知道哪天到。”",[596,740,741],{},"E04：A",[575,743,744,747,749,752],{},[596,745,746],{},"F06",[596,748,722],{},[596,750,751],{},"“日期写得清楚，也按时到了。”",[596,753,754],{},"E05：无 A\u002FB\u002FC，保留正面证据",[575,756,757,760,762,765],{},[596,758,759],{},"F07",[596,761,695],{},[596,763,764],{},"“杯子碎了，之前还查不到哪天送到。”",[596,766,767],{},"E06：A、B",[512,769,770],{},"去重后有 6 个反馈事件，本例恰好也对应 6 位顾客；真实业务不一定一人一个事件。分母包含正面事件 E05，不能因它未进入问题标签就删除。",[569,772,773,789],{},[572,774,775],{},[575,776,777,779,782,786],{},[578,778,583],{},[578,780,781],{},"事件编号",[578,783,785],{"align":784},"right","事件数 \u002F 全部事件数",[578,787,788],{"align":784},"本样本提及占比",[591,790,791,805,819],{},[575,792,793,796,799,802],{},[596,794,795],{},"A 到货时间信息不明",[596,797,798],{},"E01、E03、E04、E06",[596,800,801],{"align":784},"4 \u002F 6",[596,803,804],{"align":784},"66.7%",[575,806,807,810,813,816],{},[596,808,809],{},"B 商品破损",[596,811,812],{},"E01、E03、E06",[596,814,815],{"align":784},"3 \u002F 6",[596,817,818],{"align":784},"50.0%",[575,820,821,824,827,830],{},[596,822,823],{},"C 超出承诺日期",[596,825,826],{},"E02",[596,828,829],{"align":784},"1 \u002F 6",[596,831,832],{"align":784},"16.7%",[512,834,835],{},"共有 8 次“事件—主题”命中，未四舍五入的比例相加为 8 ÷ 6 ≈ 133.3%；表内各项取一位小数后相加为 133.4%。超过 100% 来自主题重叠，不是多出了顾客。不能写成“66.7% 的买家不知道到货日”或“商品破损率为 50%”，因为分母只是这批反馈事件。",[512,837,838],{},"按来源查看时，E01 同时来自客服和评价：两边均可展示，但注明来源组重叠，不能把各组事件数相加当成独立总量。需要互斥来源分布时，必须另定主来源规则，例如按首次表达时间归属，并保留其他来源。原始记录数与去重事件数应分别报告。",[522,840,842],{"id":841},"_5-保留反例核对解释","5. 保留反例，核对解释",[512,844,845],{},"F06 表示日期清楚，不能为突出 A 而删除。检查它与 A 事件的页面版本、设备、订单状态、入口和发生时间；这些信息在算例中没有提供，所以只能提出待查项。F03 的晚到与 F05 的日期不明也不同，不能统一归结为物流速度慢。",[512,847,848],{},"对每个主题至少写一条支持证据、反例或矛盾、缺失信息和替代解释。没有反例也只说明当前材料中没找到，不代表不存在。不要用频次独自决定优先级：低频但后果严重的主题可能需要先核实。",[522,850,852],{"id":851},"_6-交付可以验证的改进假设","6. 交付可以验证的改进假设",[512,854,855],{},"本例可以形成下面的假设卡，而不是直接宣布重做物流或包装已经有收益：",[569,857,858,868],{},[572,859,860],{},[575,861,862,865],{},[578,863,864],{},"字段",[578,866,867],{},"本例填写方式",[591,869,870,878,886,894,902,910],{},[575,871,872,875],{},[596,873,874],{},"已观察到",[596,876,877],{},"6 个事件中 4 个提到到货时间信息不明，原话见 A 对应记录",[575,879,880,883],{},[596,881,882],{},"待验证解释",[596,884,885],{},"日期可能存在但难找；也可能部分订单没有可用日期",[575,887,888,891],{},[596,889,890],{},"先核对",[596,892,893],{},"对应订单当时页面、入口及日期数据是否存在，不能只看当前页面",[575,895,896,899],{},[596,897,898],{},"条件成立后拟改动",[596,900,901],{},"对日期已存在但难找的场景调整位置与说明",[575,903,904,907],{},[596,905,906],{},"验证办法",[596,908,909],{},"用与目标场景相符的任务检查顾客能否独立找到并正确解释日期，同时记录误解",[575,911,912,915],{},[596,913,914],{},"反证或停止条件",[596,916,917],{},"原页面无日期数据则先查数据链路；新呈现仍造成误解则继续修改，不能宣布解决",[512,919,920],{},"补上负责人和验证日期。安排后续研究时，按待验证问题纳入不同经历的人，不只回访最不满意者；避免问“这个改动是不是更好”，可以让参与者完成中性任务并解释判断依据。这里只交付验证计划，实际联系与研究应另按权限和同意执行。",[512,922,923],{},"若继续观察工单数量，保持渠道、去重、主题定义与业务分母一致；数量下降仍可能受订单量、来源构成或其他变更影响。未经合适比较设计，不把前后变化写成改动的因果效果。",[522,925,926],{"id":926},"完成检查",[928,929,932,943,949,955,961,967],"ul",{"className":930},[931],"contains-task-list",[933,934,937,942],"li",{"className":935},[936],"task-list-item",[938,939],"input",{"disabled":940,"type":941},true,"checkbox"," 取样范围、来源构成、排除数量与缺失对象已写清。",[933,944,946,948],{"className":945},[936],[938,947],{"disabled":940,"type":941}," 原话、摘要、业务核验和解释分开，证据可以回查。",[933,950,952,954],{"className":951},[936],[938,953],{"disabled":940,"type":941}," 重复记录与反馈事件已有规则，跨来源未知身份未强行合并。",[933,956,958,960],{"className":957},[936],[938,959],{"disabled":940,"type":941}," 标签有纳入及排除条件，多主题计数、分母和舍入可复算。",[933,962,964,966],{"className":963},[936],[938,965],{"disabled":940,"type":941}," 正面、负面、矛盾和低频材料均保留，没有把样本占比推成全体顾客比例。",[933,968,970,972],{"className":969},[936],[938,971],{"disabled":940,"type":941}," 改进假设有负责人、验证日期、验证办法与反证条件。",{"title":974,"searchDepth":975,"depth":975,"links":976},"",2,[977,978,979,980,981,982,983],{"id":524,"depth":975,"text":525},{"id":544,"depth":975,"text":545},{"id":563,"depth":975,"text":564},{"id":649,"depth":975,"text":650},{"id":841,"depth":975,"text":842},{"id":851,"depth":975,"text":852},{"id":926,"depth":975,"text":926},"dtc",[],"current","用已有客服、评价和问卷材料建立证据表，定义取样与去重单位，编写可复核的主题规则，复算多主题占比，记录反例并形成带验证条件的改进假设。",[989,990],"customer-service","data-analytics","partial","md",[],[],[],{},[46],[],[],[46,87,338],[1002,1003,1004],"operations","support","owner",{"title":502,"description":987},[643,557,537],[1008,1009],"use","engage","published","tasks\u002Fanalyze-customer-feedback",[1013,1014,1015,1016,1017],"顾客反馈","主题分析","编码规则","反馈去重","改进验证",[],[],"2026-10-11",[],"2026-10-11 阅读 GOV.UK Service Manual 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