Full research · Module index完整研究 · 模块索引

New Audi A5 Sedan & Avant
Western Europe Market Reach Analysis
全新奥迪 A5 Sedan 与 Avant
西欧市场覆盖分析

This page carries the analytical content of the 14-page source report in full — every module, table, figure and reference, including sections the PDF split across page breaks. Text is reproduced in the report's own wording wherever the original is quoted; where this site adds a reading layer, it is labelled as such. 本页完整承载 14 页原始报告的分析内容——每一个模块、表格、图表与引用,包括被 PDF 分页割裂的部分。凡引用原文处均保留原措辞;凡本站新增的解读层,均明确标注。

Report ID AUDI-A5-B10-WEU-MR-2026-11 · Collection window August 2024 – November 2026 · 448 verified public discussion samples · Seven Western European markets · Classification: independent research presentation, verification required before external release. 报告编号 AUDI-A5-B10-WEU-MR-2026-11 · 采集期 2024 年 8 月 – 2026 年 11 月 · 448 条经核验公开讨论样本 · 七个西欧市场 · 分类:独立研究展示,对外发布前需核验。

Module 01模块 01

Research overview and methodology研究概览与研究方法

The report analyses market reach and user perception for the 2025/2026 generation Audi A5 Sedan and Avant models across Western Europe, based on 448 verified public discussion samples, independent media reviews, sales data and sentiment analysis collected between August 2024 and November 2026. 本报告分析 2025/2026 世代奥迪 A5 Sedan 与 Avant 车型在西欧的市场覆盖与用户感知,依据 448 条经核验的公开讨论样本、独立媒体评测、销量数据与情感分析,采集区间为 2024 年 8 月至 2026 年 11 月。

Analytical object研究对象
A5 Sedan & A5 AvantA5 Sedan 与 A5 Avant

The 2025/2026 generation, covering the liftback Sedan body and the Avant estate. Reach and perception are assessed across Western Europe.2025/2026 世代,涵盖掀背式 Sedan 车身与 Avant 旅行版。覆盖度与感知在西欧范围内评估。

Scope exclusions范围排除
Legacy and S5 excluded旧款与 S5 已排除

All discussions related to the legacy A5 Coupé, the A5 Sportback and standalone S5 performance variants are excluded from the analysis, unless directly relevant to the Sedan and Avant product line.与旧款 A5 Coupé、A5 Sportback 及独立 S5 性能版本相关的讨论一律排除,除非与 Sedan 与 Avant 产品线直接相关。

Evidence base证据基础
448 samples · 7 markets448 条样本 · 7 个市场

Verified public discussion, independent media reviews, sales registration data and sentiment classification. Analysis window August 2024 to November 2026.经核验公开讨论、独立媒体评测、销量登记数据与情感分类。分析区间 2024 年 8 月至 2026 年 11 月。

Data methodology数据方法

  • Aggregation. Sentiment classification and volume metrics are derived from structured aggregation of automotive forums, professional review platforms, official manufacturer data and public social discourse. 聚合。情感分类与体量指标来自对汽车论坛、专业评测平台、厂方官方数据与公开社交话语的结构化聚合。
  • Cross-referencing. All quantitative findings are cross-referenced against third-party independent industry sources. 交叉核对。全部量化结论均与第三方独立行业来源交叉核对。
  • Corroboration layer. Independent media reviews are used alongside the public-discussion sample rather than replacing it; the report numbers twelve reference sources, listed in full in the appendix. 佐证层。独立媒体评测与公开讨论样本并行使用,而非替代样本;报告列明 12 项参考来源,全文见附录。

Reading note — what this evidence is and is not. The analytical unit is public discourse: forum threads, review coverage, dealer communication and social posts. This is not a representative consumer survey, and no percentage on this site should be presented as an incidence rate in the buyer population. A category share answers “what is this discussion about”, not “how many buyers think this”. Media feedback is reported as media feedback throughout. 阅读说明——本证据是什么、不是什么。分析单元为公开话语:论坛帖文、评测报道、经销商信息与社交内容。这不是代表性消费者调研,本站任何百分比都不应被表述为购买人群中的发生率。类别占比回答的是“这段讨论在谈什么”,而不是“有多少买家这样认为”。全站凡媒体反馈,一律表述为媒体反馈。

What the source does not publish原始报告未公布的内容

These gaps are recorded here rather than filled, because filling them would mean inventing data. Each is expanded in the Research Quality Notes. 这些缺口在此记录而不予填补,因为填补即意味着编造数据。每一条都在研究质量说明中展开。

  • The denominator behind the 38% / 22% / 40% sentiment split, and how “classified feedback” relates to the 448 samples (DN-1).38% / 22% / 40% 情绪拆分背后的分母,以及“已分类反馈”与 448 条样本的关系(DN-1)。
  • A per-market sample count or a per-market sentiment split (DN-10).分市场样本量或分市场情绪拆分(DN-10)。
  • The rating method, panel size or scale definition behind the six competitive scores (DN-11).六个竞品评分背后的评分方法、评审人数与量表定义(DN-11)。
  • The sample and statistical window behind cross-shopping overlap (DN-12).交叉考虑比例背后的样本与统计窗口(DN-12)。
  • Any breakdown of the 25% “Other” line in negative feedback (DN-4).负面反馈中 25% “其他”一项的任何拆分(DN-4)。
  • URLs, publication dates or authors for the twelve reference sources (DN-14).12 项参考来源的 URL、发布日期或作者(DN-14)。
Module 02模块 02

Market reach and trends市场覆盖与趋势

Reach is measured on four axes: unit sales through the generation change, the rhythm of public discussion, the geographic distribution of that discussion, and the channel mix in which it appears. 覆盖度从四个轴向度量:换代过程中的销量、公开讨论的节奏、讨论的地理分布,以及讨论所出现的渠道构成。

2.1 Sales performance through the transition2.1 换代过程中的销量表现

Following the model generation transition, the Audi A5 recorded a 32% year-on-year sales decline in 2025 during the phase-out period for the outgoing model line. Recovery momentum was observed in H1 2026 with 7% year-on-year sales growth following the full launch of the new generation [1]. 在车型换代之后,奥迪 A5 于 2025 年旧款产品线退市期间录得同比 32% 的销量下滑。新一代全面上市后,2026 年上半年观察到恢复动能,同比销量增长 7% [1]。

Unit sales by reporting period分统计期销量
Audi A5 unit sales on a 0–19,000 scale. Full-year and half-year periods are plotted separately because they are not comparable lengths.奥迪 A5 销量,0–19,000 台刻度。全年与半年为不可比长度,故分开呈现。

Source: report, Discussion Volume Trend table, reference [1]. Units as published. The source section heading reads “Discussion Volume Trend”, while the figure and the table both present unit sales — see DN-8. 来源:原报告“讨论量趋势”表,参考文献 [1]。台数为原文数据。原文该小节的标题为“Discussion Volume Trend”,但其图表与表格呈现的均为销量——见 DN-8。

Table 2.1 · Audi A5 unit sales, as published表 2.1 · 奥迪 A5 销量(原文数据)
Period统计期 Reporting basis统计口径 Unit sales销量(台) Year-on-year change同比变化 Period character期间性质
2025 full year2025 全年 12 months12 个月 16,776 −32%−32% Phase-out period for the outgoing model line旧款车型退市期
H1 20252025 上半年 6 months6 个月 8,277 “−” (not stated)“−”(原文未给出) Pre-launch baseline上市前基数
H1 20262026 上半年 6 months6 个月 8,882 +7%+7% Post full launch of the new generation新一代全面上市后

Data Note DN-8 — three reporting periods in one sequence. The report presents full-year 2025 and both half-years as consecutive rows, and its figure connects them. A twelve-month figure (16,776) and two six-month figures (8,277 and 8,882) cannot be read as a continuous trend: the drop from 16,776 to 8,277 is a change of period length, not a collapse in demand. This site therefore plots the periods as separate columns with their length labelled, and does not draw a connecting trend line. 数据说明 DN-8——三种统计期混排。原报告将 2025 全年与两个半年并列为连续行,其图表亦将三者连线。12 个月数字(16,776)与两个 6 个月数字(8,277 与 8,882)不能被读作连续趋势:从 16,776 降至 8,277 是统计期长度的变化,而非需求崩塌。因此本站将各期作为独立柱呈现并标注时长,不绘制连接性趋势线。

2.2 Discussion volume and lifecycle2.2 讨论体量与生命周期

Discussion volume follows sales patterns closely, with peak engagement occurring within 72 hours of official reveal events, independent review publications and trim level announcements. General public discussion decays rapidly after 3 days, while owner community debate remains active for 90+ days post launch. 讨论体量与销量走势高度同步;互动峰值出现在官方发布活动、独立评测发布以及配置级别公告之后 72 小时内。公众讨论在 3 天后快速衰减,而车主社群讨论在上市后持续活跃 90 天以上。

Aug 20242024 年 8 月
Collection window opens采集窗口开启
Start of the 28-month analysis window stated in the report.报告所述 28 个月分析区间的起点。
Sep – Dec 20242024 年 9–12 月
Peak inquiry volume询问量峰值
Immediately following the official model announcement.紧随官方车型公告之后。
20252025 年
Phase-out year退市年份
16,776 units, −32% year on year.16,776 台,同比 −32%。
−32%
H1 20262026 上半年
Post-launch growth上市后增长
8,882 units, +7% year on year.8,882 台,同比 +7%。
+7%

Reading note: the timeline is reconstructed from dates stated in the report. The source publishes no month-level event list, and no weekly or monthly discussion-volume series; the 72-hour and 3-day decay figures are stated in text, not plotted. 阅读说明:该时间轴依据报告陈述的日期重构。原文未发布按月的事件清单,也未提供按周或按月的讨论量序列;72 小时与 3 天衰减为文字表述,并无对应图形。

Audi A5 Sedan (B10) driving on a coastal road
A5 Sedan (B10) in motion. Editorial reference image from public media sources, not an official Audi asset; rights clearance required before external release. 行驶中的 A5 Sedan(B10)。编辑参考图片,来自公开媒体来源,非奥迪官方素材;对外发布前需完成版权确认。

2.3 Western Europe spread2.3 西欧分布

Market reach is heavily concentrated across Western Europe, with Germany representing the core anchor market accounting for 29% of total Audi brand deliveries in Q1 2026 [2]. Secondary high-engagement markets include the United Kingdom, France, Spain and Italy. 市场覆盖高度集中于西欧;德国为核心锚定市场,占 2026 年第一季度奥迪品牌总交付量的 29% [2]。次级高活跃市场包括英国、法国、西班牙与意大利。

Higher engagement in Germany and Italy is driven by domestic brand heritage, local manufacturing presence and higher density of automotive media ecosystems. The discussion-share ranking is inverted relative to delivery weight: Italy leads on discussion at 41%, Germany follows at 28%. 德国与意大利的更高活跃度源于本土品牌渊源、本地生产布局以及更密集的汽车媒体生态。讨论份额排序与交付权重呈倒置关系:意大利以 41% 领先讨论份额,德国以 28% 次之。

Share of public discussion by market各市场公开讨论占比
Seven markets, summing to 100% of observed public discussion七个市场,合计 100% 的观测公开讨论

Source: report, Western Europe Spread table. Denominator: observed public discussion, not vehicle deliveries.来源:原报告“西欧分布”表。分母为观测到的公开讨论,而非车辆交付量。

Table 2.2 · Country discussion share, as published表 2.2 · 各国讨论份额(原文数据)
Market市场 Share of discussion讨论占比 Cumulative check累计校验
Italy意大利41%41%
Germany德国28%69%
United Kingdom英国14%83%
France法国7%90%
Netherlands荷兰5%95%
Spain西班牙3%98%
Belgium比利时2%100%

Data Note DN-7 — two market denominators. The report contains two different market measures. Germany at 29% refers to total Audi brand deliveries in Q1 2026, across all models [2]. Germany at 28% refers to the share of A5 public discussion. The two are not the same denominator and are not interchangeable; this site presents them side by side and never combines them into one “German market share”. 数据说明 DN-7——两个市场分母。报告包含两种不同的市场度量。29% 指德国占 2026 年第一季度奥迪品牌全系车型总交付量的比例 [2];28% 指德国在 A5 公开讨论中的份额。二者分母不同、不可互换;本站并列呈现,绝不合并为单一的“德国市场份额”。

2.4 Platform and channel mix2.4 平台与渠道构成

Public discussion is distributed across four primary channel categories: official corporate media (32%), automotive review portals (28%), dealer and retail websites (21%) and video content platforms (19%). 公开讨论分布于四个主要渠道类别:官方企业媒体(32%)、汽车评测门户(28%)、经销商与零售网站(21%)以及视频内容平台(19%)。

Audi's centralised launch strategy has resulted in official channels maintaining the largest share of discussion volume. Video platforms demonstrate the highest engagement per impression, while owner forums represent the only channel where sustained positive brand defence is observed during controversy. 奥迪的集中式发布策略使官方渠道占据最大的讨论体量份额。视频平台展现每次曝光的最高互动水平;而在争议期间,车主论坛是唯一观察到持续正面品牌辩护的渠道。

Channel mix of public discussion公开讨论渠道构成
Four channels summing to 100%四个渠道,合计 100%

Source: report, Platform and Country Mix table.来源:原报告“平台与国家构成”表。

Table 2.3 · Channel share, as published表 2.3 · 渠道份额(原文数据)
Platform category平台类别 Share份额
Official corporate media官方企业媒体32%
Automotive review portals汽车评测门户28%
Dealer & retail websites经销商与零售网站21%
Video content platforms视频内容平台19%

Engagement per impression and brand defence are stated qualitatively in the report; no engagement metric, rate or index is published.“每次曝光的互动”与“品牌辩护”在原文中为定性表述;未发布任何互动指标、比率或指数。

Module 03模块 03

Positive feedback review — 38% of classified feedback正面反馈——占已分类反馈 38%

Overall positive sentiment accounts for 38% of total classified user feedback. Positive discussion is concentrated across four core product attributes. 整体正面情绪占已分类用户反馈总量的 38%。正面讨论集中于四个核心产品属性。

Positive mentions by attribute按属性的正面提及
Mentions (count) with share of positive discussion — 163 mentions in total提及次数与占正面讨论比例——合计 163 次

Source: report, Positive Feedback Review table. Bars are counts, labels carry the published share; the two bases are shown rather than merged.来源:原报告“正面反馈”表。柱体为提及次数,标签标注原文占比;两种基数并列呈现而不合并。

Table 3.1 · Positive feedback by category, as published表 3.1 · 分类正面反馈(原文数据)
Category类别 Positive mentions正面提及数 Share of positive discussion占正面讨论 Cumulative累计
Exterior design appeal外观设计吸引力7847.9%47.9%
Avant practicalityAvant 实用性5332.5%80.4%
Premium cabin feel座舱高级感2515.3%95.7%
Brand appeal品牌吸引力74.3%100.0%

Mentions total 163. The published shares sum to 100.0% and the cumulative check closes; the mention count and the 448-sample base are not reconciled in the report (DN-2). 提及合计 163 次。原文占比合计 100.0%,累计校验闭合;但提及次数与 448 条样本基数在原文中并未对账(DN-2)。

3.1 Exterior design appeal — 47.9% of positive discussion3.1 外观设计吸引力——占正面讨论 47.9%

Exterior design is the single most discussed positive attribute, representing nearly half of all favourable commentary. Consistent praise points include sharp body lines, modern front fascia, slim LED headlights and balanced vehicle proportions. Users specifically note that Audi avoided the oversized grilles and exaggerated styling cues adopted by competing premium brands, aligning with Western European preference for understated elegance [3]. 外观设计是被讨论最多的单一正面属性,占全部正面评论的近一半。持续的赞誉点包括锐利的车身线条、现代的前脸、纤细的 LED 大灯以及均衡的车身比例。用户特别指出,奥迪避开了竞争豪华品牌采用的大型格栅与夸张造型语言,这契合西欧对含蓄优雅的偏好 [3]。

3.2 Avant practicality — 32.5% of positive discussion3.2 Avant 实用性——占正面讨论 32.5%

The Avant wagon variant is responsible for one third of all positive sentiment. Recurring praise includes cargo capacity, low loading floor, rear legroom and everyday family usability. Users explicitly recognise that Audi preserved the practicality attributes that made the outgoing A4 Avant a segment leader, while upgrading exterior aesthetics that were previously criticised [4]. Avant 旅行版本贡献了全部正面情绪的三分之一。反复出现的赞誉包括载物容积、低装载地台、后排腿部空间以及日常家庭可用性。用户明确认可,奥迪保留了使上代 A4 Avant 成为细分市场领先者的实用属性,同时改进了此前受到批评的外观 [4]。

Audi A5 Avant (B10), rear three-quarter view, UK specification
A5 Avant (B10), rear three-quarter. The estate body carries a consistent €2,100 premium over the Sedan across Western European markets. Editorial reference image from public media sources, not an official Audi asset. A5 Avant(B10)后 3/4 视角。旅行版在西欧各市场相对 Sedan 恒定溢价 2,100 欧元。编辑参考图片,来自公开媒体来源,非奥迪官方素材。

3.3 Premium cabin feel — 15.3% of positive discussion3.3 座舱高级感——占正面讨论 15.3%

Positive cabin feedback focuses almost exclusively on perceived build quality, material consistency, noise insulation and retention of physical controls. Unlike competing brands that have received criticism for over-digitised interiors, Audi's balance of physical and digital interfaces has been well received by Western European buyers who prioritise ergonomics over screen size [3]. 正面座舱反馈几乎只集中于感知做工质量、材质一致性、隔音表现以及物理按键的保留。与因内饰过度数字化而受到批评的竞争品牌不同,奥迪在物理与数字界面之间的平衡,得到了重视人体工学胜过屏幕尺寸的西欧买家的认可 [3]。

3.4 Brand appeal — 4.3% of positive discussion3.4 品牌吸引力——占正面讨论 4.3%

Brand heritage is rarely cited as a primary purchase driver. Instead, Audi brand reputation acts as a baseline hygiene factor and risk reduction mechanism for buyers making large purchase decisions. Resale value consistency is the only brand attribute explicitly mentioned in positive feedback. 品牌传承极少被列为首要购买动因。相反,奥迪的品牌声誉在重大购买决策中充当基线卫生因素与风险缓释机制。保值率一致性是正面反馈中唯一被明确提及的品牌属性。

Data Note DN-2 — mentions do not reconcile to the sample. The four categories total 163 mentions (78 + 53 + 25 + 7) while the report describes 448 verified discussion samples. A single sample can plausibly generate several coded mentions, but the report does not state the positive-discussion base, so 47.9% cannot be converted into a count of buyers or of unique posts. The mention counts are reproduced here exactly as published and are not normalised. 数据说明 DN-2——提及数与样本未对账。四个类别合计 163 次提及(78 + 53 + 25 + 7),而报告称样本为 448 条经核验讨论。单条样本产生多次编码提及在逻辑上成立,但原文未声明正面讨论的基数,因此 47.9% 无法换算为买家数量或独立帖文数量。本站按原文原样保留提及数,未做归一化。

Data Note DN-5 — a fifth positive category appears in the synthesis. In the sentiment synthesis the report attributes 35% of all positive feedback to “practical design execution”, while the positive-feedback table gives Avant practicality 32.5%. The two figures use different definitions — the synthesis figure plausibly also covers liftback Sedan utility comments — but the report does not state the construction of the 35%. Both are reported, neither is reconciled. 数据说明 DN-5——综合章节出现第五个正面类别。在情绪综合章节,报告将 35% 的正面反馈归因于“实用设计执行”,而正面反馈表中 Avant 实用性为 32.5%。两者定义不同——综合口径可能也涵盖掀背 Sedan 的实用性评论——但原文未说明 35% 的构成方式。两个数字均原样保留,未做对账。

Module 04模块 04

Neutral feedback review — 22% of total discourse中性反馈——占全部讨论 22%

Neutral sentiment accounts for 22% of total discourse, consisting almost entirely of factual inquiries and objective observations without value judgement. 中性情绪占全部讨论的 22%,几乎全部为事实性询问与不带价值判断的客观观察。

Composition of neutral discourse中性讨论构成
Four categories, table order preserved: 31 / 24 / 22 / 23四个类别,沿用表格顺序:31 / 24 / 22 / 23

Source: report, Neutral Feedback Review table. Category order follows the table, not a ranking.来源:原报告“中性反馈”表。类别顺序沿用表格,不构成排序。

Table 4.1 · Neutral discourse by category, as published表 4.1 · 分类中性讨论(原文数据)
Feedback category反馈类别 Share of neutral discourse占中性讨论
Pricing & trim configuration价格与配置31%
Launch & delivery timing上市与交付时间24%
Powertrain specifications动力总成规格22%
Body style & practicality车身形式与实用性23%

Sum: 100%. The table is not in descending order — 23% follows 22%; the source figure uses the same sequence (DN-3).合计 100%。表格并非降序——23% 排在 22% 之后;原文图表采用同一顺序(DN-3)。

4.1 Pricing & trim configuration — 31% of neutral discussion4.1 价格与配置——占中性讨论 31%

78% of configuration inquiries relate to standard driver assistance systems, regional equipment differences and confirmation that the liftback hatch opening is standard on all Sedan variants. No positive or negative judgement is attached to these questions; users are exclusively seeking factual verification [5]. 78% 的配置类询问涉及标准驾驶辅助系统、区域装备差异,以及确认 Sedan 全系标配掀背式尾门开口。这些问题不附带正面或负面判断;用户纯粹是在求证事实 [5]。

All observed pricing discussion is comparative and factual. Users share official price lists, calculate cross-market on-road cost differences and verify included equipment value without expressing opinion about whether the vehicle represents good or poor value. Base Sedan pricing ranges from €47,900 to €49,300 across Western European markets, with the Avant variant carrying a consistent €2,100 premium. 所有观察到的价格讨论均为比较性、事实性。用户分享官方价目表、计算跨市场落地成本差异、核对所含装备价值,但不评价该车型性价比高低。Sedan 基础起售价在西欧各市场为 47,900–49,300 欧元,Avant 版本则恒定溢价 2,100 欧元。

Data Note DN-10 — “78%” has no stated base. 78% of configuration inquiries, 72% of posts mentioning the model name (module 5) and 68% of timing posts are all shares of undeclared subsets. They cannot be converted into shares of the 448-sample base, and they cannot be compared with each other. Each is reproduced with the subset it describes. 数据说明 DN-10——“78%”没有声明基数。配置类询问的 78%、提及车型名的帖文中的 72%(模块 5)、以及时间类帖文中的 68%,均为未声明子集内的占比。它们既不能换算为 448 条样本基数上的比例,也不能相互比较。本站按各自所属子集原样保留。

4.2 Launch and delivery timing — 24% of neutral discussion4.2 上市与交付时间——占中性讨论 24%

Timing inquiries show clear regional variation, with Germany recording the highest volume of delivery status checks. 68% of timing-related posts are neutral status updates or confirmation requests, with no expression of satisfaction or frustration. Peak inquiry volume occurred between September and December 2024 immediately following the official model announcement. 时间类询问呈现明显的区域差异,德国的交付状态查询量最高。68% 的时间类帖文为中性状态更新或确认请求,未表达满意或不满。询问量峰值出现在 2024 年 9 月至 12 月之间,紧接官方车型公告之后。

4.3 Powertrain understanding — 22% of neutral discussion4.3 动力总成理解——占中性讨论 22%

Neutral powertrain discussion focuses on clarification of engine outputs, hybrid electric range, transmission variants and standard quattro all-wheel drive availability. Road test observations consistently note neutral, predictable handling characteristics without attached value judgement. 中性动力总成讨论集中于澄清发动机输出、混动纯电续航、变速箱版本以及标配 quattro 四驱的可用性。路试观察一致提到中性、可预期的操控特性,且不附带价值判断。

4.4 Body style & practicality — 23% of neutral discussion4.4 车身形式与实用性——占中性讨论 23%

Body-style inquiries centre on the liftback hatch opening and whether it is standard across all Sedan variants, alongside comparison of load-space figures with estate competitors. The report publishes no separate sub-count for this category, so the 23% cannot be broken down further. 车身形式询问集中于掀背式尾门开口是否为 Sedan 全系标配,以及与旅行版竞品的载物空间数据对比。原文未发布该类别的细分计数,因此 23% 无法进一步拆分。

Data Note DN-3 — category ordering is not a ranking. The neutral table runs 31 / 24 / 22 / 23, so the 23% category sits after the 22% one, and the source figure uses the same sequence. Shares reconcile to 100%. Ordering is presentational rather than a ranking, and this site follows the table order in both its table and its chart. 数据说明 DN-3——类别顺序不构成排序。中性表按 31 / 24 / 22 / 23 排列,因此 23% 一类排在 22% 之后;原文图表采用同一顺序。份额合计 100%。顺序属于呈现方式,并非排序,本站的表格与图表均沿用表格顺序。

Module 05模块 05

Negative feedback review — 40% of classified feedback负面反馈——占已分类反馈 40%

Negative sentiment accounts for 40% of total classified feedback, concentrated across five consistent pain points — with a sixth “Other” line that carries no further description. 负面情绪占已分类反馈总量的 40%,集中在五个一致的痛点——此外还有一行未作进一步说明的“其他”。

Negative feedback by category分类负面反馈
Share of negative feedback; six published lines, plotted to a 31% scale so shorter bars remain legible占负面反馈的比例;六行原文数据,横轴至 31% 以使较短柱体可读

Source: report, Negative Feedback Review table. The published shares sum to 98%, not 100% — see DN-4.来源:原报告“负面反馈”表。原文份额合计为 98%,非 100%——见 DN-4。

Table 5.1 · Negative feedback by category, as published表 5.1 · 分类负面反馈(原文数据)
Criticism category批评类别 Share of negative feedback占负面反馈 Cumulative累计 Reported detail原文详述
Interior interface & materials内饰交互与材质27%27%Most heavily criticised aspect [10]被批评最重的方面 [10]
Pricing & value skepticism价格与价值质疑22%49%Base price up 11–14%, equipment moved to options [6]基础价上涨 11–14%,装备转为选装 [6]
Naming confusion命名混淆11%60%A4-to-A5 rebrand; Audi has acknowledged the error [7][8][9]A4→A5 更名;奥迪已承认失误 [7][8][9]
Software stability & bugs软件稳定性与缺陷8%68%Unresolved after 18 months of OTA updates [11]18 个月 OTA 更新后仍未解决 [11]
Driving dynamics disappointment驾驶动态失望7%75%Category recorded without a detailed breakdown记录了类别,但无细分说明
Other其他25%100%*No description published原文未作说明

* The cumulative column closes to 100% only by treating “Other” as a balancing residual. The published shares as printed sum to 98% (27 + 22 + 11 + 8 + 7 + 25). * 累计列只有在把“其他”当作平衡残差时才闭合至 100%。原文印刷份额合计为 98%(27 + 22 + 11 + 8 + 7 + 25)。

Data Note DN-4 — the residual and the largest single line. The six published shares sum to 98%, leaving 2% unallocated in a table described as a share of negative feedback. At the same time “Other” is 25% — the second-largest line, and larger than any named pain point except interior interface. The report offers no breakdown, so the five named categories cover, at most, 73% of negative feedback. The 2% is retained here as published rather than redistributed across the named categories. 数据说明 DN-4——残差与最大单项。原文六项份额合计 98%,在一张自称“占负面反馈”的表中留下 2% 未归集。与此同时“其他”为 25%——为第二大项,且除内饰交互外大于任何具名痛点。原文未提供拆分,因此五个具名类别至多覆盖负面反馈的 73%。此处按原文保留 2% 残差,不向具名类别重新分配。

5.1 Interior interface concerns — 27% of negative feedback5.1 内饰交互担忧——占负面反馈 27%

This is the most heavily criticised aspect of the new model. Verified pain points include non-haptic capacitive steering wheel buttons with accidental activation, easily scratched piano black surfaces, reduced material quality compared to previous generations and poor ergonomic placement of controls [10]. 这是新车型被批评最重的方面。已核验的痛点包括无触觉反馈的电容式方向盘按键导致误触、钢琴黑表面易刮花、材质质量相较前代下降,以及控制件的人机布置不佳 [10]。

5.2 Price criticism and value skepticism — 22% of negative feedback5.2 价格批评与价值质疑——占负面反馈 22%

Base pricing represents an 11–14% increase over the outgoing A4 Avant at launch, while previously standard features were moved to paid option packages. Optioned vehicles regularly exceed €65,000 before delivery charges. Users consistently report that the price premium is not matched by corresponding hardware or quality improvements [6]. 基础价格相较旧款 A4 Avant 上市时上涨 11–14%,同时此前标配的功能被移入付费选装包。选装后的车辆常超过 65,000 欧元(不含交付费用)。用户一致反映,价格溢价未获得对应的硬件或质量提升 [6]。

Customers consistently report a perceived value disconnect, stating they are paying a premium badge surcharge without receiving corresponding quality improvements. This is described as the single largest barrier to purchase intent in independent comparison tests. 客户一致反映存在感知价值脱节,认为支付了品牌溢价却未获得相应质量提升。原文称,这是独立对比测试中购买意向的最大单一障碍。

5.3 Naming confusion — 11% of negative feedback5.3 命名混淆——占负面反馈 11%

Widespread confusion resulted from Audi's decision to rebrand the long-running A4 line to A5. 72% of forum discussions mentioning the model name express confusion or frustration about the rebranding. Audi has publicly acknowledged this strategy was a mistake, with leadership confirming potential reversal at the 2029 mid-cycle facelift [7][8][9]. 奥迪将长期使用的 A4 产品线改名为 A5,造成了广泛混淆。提及车型名称的论坛讨论中,72% 表达了对更名的困惑或不满。奥迪已公开承认该策略是错误,领导层确认可能在 2029 年中期改款时反转 [7][8][9]。

5.4 Software concerns — 8% of negative feedback5.4 软件担忧——占负面反馈 8%

Reported software issues include navigation routing failures, wireless smartphone integration dropouts, infotainment reboots while driving, false driver assistance alerts and parked battery drain. 18 months after launch, over-the-air updates have failed to resolve core stability issues [11]. 已报告的软件问题包括导航路线规划失败、无线手机集成断连、行驶中信息娱乐系统重启、驾驶辅助误报,以及驻车状态下的电池耗电。上市 18 个月后,OTA 更新仍未解决核心稳定性问题 [11]。

5.5 Driving dynamics disappointment — 7% of negative feedback5.5 驾驶动态失望——占负面反馈 7%

Seven per cent of negative feedback is coded to driving dynamics. The report records the category but publishes no breakdown of the specific criticisms; the only related analysis is the competitive observation that the BMW 3 Series remains the segment benchmark for driving dynamics (module 7). No quantitative handling or performance measurement appears anywhere in the source. 7% 的负面反馈被编码为驾驶动态。原文记录了该类别,但未发布具体批评的拆分;唯一相关的分析来自竞品观察——宝马 3 系仍是该细分市场的驾驶动态基准(模块 7)。原始报告全文未包含任何量化操控或性能测量。

5.6 Other — 25% of negative feedback5.6 其他——占负面反馈 25%

The largest unnamed category. The report provides no description, sub-count or examples, so the content of this quarter of negative feedback cannot be characterised. It is shown as published, and its size is treated as a limit on how far the five named categories can explain negative sentiment. 最大的未命名类别。原文未提供描述、子计数或示例,因此这四分之一负面反馈的内容无法被刻画。此处按原文呈现,并将其体量视为“五个具名类别能在多大程度上解释负面情绪”的限制条件。

Module 06 · cross-cutting模块 06 · 交叉汇总

Product and attribute intelligence产品与属性情报

The report has no standalone product chapter: product attributes are distributed across the three feedback modules. This table consolidates them for product and engineering readers. No cell introduces a new claim — each restates a statement made in the module referenced. 原始报告没有独立的产品章节:产品属性分散在三个反馈模块之中。本表将其汇总于一处,便于产品与工程读者使用。表中没有任何新论断——每个单元格都复述所指模块中已作出的表述。

Table 6.1 · Consolidated attribute intelligence (cross-cutting synthesis by this site)表 6.1 · 属性情报汇总(本站交叉整理)
Attribute属性 What the report records原文记录的要点 Location位置 A5 rating (0–10)A5 评分(0–10)
Exterior design外观设计 Sharp body lines, modern front fascia, slim LED headlights, balanced proportions; deliberate avoidance of oversized grilles [3]锐利车身线条、现代前脸、纤细 LED 大灯、均衡比例;有意避开大型格栅 [3] §3.1§3.1 8.7
Practicality / body实用性/车身 Cargo capacity, low loading floor, rear legroom, family usability; liftback opening standard on all Sedan variants [4][5]载物容积、低装载地台、后排腿部空间、家庭可用性;掀背开口为 Sedan 全系标配 [4][5] §3.2, §4.4§3.2、§4.4 8.9
Cabin quality座舱质感 Perceived build quality, material consistency, noise insulation, retained physical controls [3]感知做工、材质一致性、隔音、保留物理按键 [3] §3.3§3.3 8.3
Interior interface内饰交互 Non-haptic capacitive steering-wheel buttons, scratch-prone piano black, reduced material quality, poor ergonomic placement [10]无触觉电容方向盘按键、易刮花钢琴黑、材质退步、人机布置不佳 [10] §5.1§5.1 8.0
Software软件 Routing failures, integration dropouts, mid-drive reboots, false ADAS alerts, parked battery drain; unresolved after 18 months [11]路线规划失败、集成断连、行驶中重启、ADAS 误报、驻车耗电;18 个月后仍未解决 [11] §5.4§5.4 not rated原文未评分
Powertrain动力总成 Engine outputs, hybrid electric range, transmission variants, standard quattro; neutral predictable handling in road tests发动机输出、混动纯电续航、变速箱版本、标配 quattro;路试操控中性可预期 §4.3§4.3 not rated原文未评分
Driving dynamics驾驶动态 Recorded as a 7% negative category; BMW remains the segment benchmark for dynamics记录为 7% 的负面类别;宝马仍是该细分的动态基准 §5.5, §7.3§5.5、§7.3 not rated原文未评分
Price / value价格/价值 Base up 11–14% over A4 Avant at launch, optioned cars above €65,000, 4–7% entry premium over direct competitors [6]基础价较 A4 Avant 上市时涨 11–14%,选装车超 65,000 欧元,入门价高于直接竞品 4–7% [6] §5.2, §8.2§5.2、§8.2 6.9
Residual value保值率 The only brand attribute explicitly named in positive feedback; not referenced in official marketing material正面反馈中唯一被明确提及的品牌属性;官方传播素材未使用 §3.4, §9.1§3.4、§9.1 8.4

“Not rated” means the report publishes no score for that attribute. Ratings are reproduced from the competitive comparison table; their method is not disclosed (DN-11). “原文未评分”指报告未对该属性发布评分。评分引自竞品对比表;其方法未公开(DN-11)。

Module 07模块 07

Competitive perception竞品认知

The Audi A5 competes directly with the BMW 3 Series / Touring, Mercedes-Benz C-Class / Estate and Volvo V60 in the Western European premium mid-size segment. Cross-shopping overlap rates are 68% with BMW, 59% with Mercedes and 31% with Volvo [12]. 奥迪 A5 在西欧高端中型车细分市场与 BMW 3 系/Touring、奔驰 C 级/Estate 以及沃尔沃 V60 直接竞争。交叉考虑重叠比例为:宝马 68%、奔驰 59%、沃尔沃 31% [12]。

7.1 Cross-shopping overlap7.1 交叉考虑重叠

Cross-shopping overlap with direct competitors与直接竞品的交叉考虑重叠
Share of A5 cross-shopping activity attributed to each competitor各竞品在 A5 交叉考虑活动中所占比例

Source: report, Competitive Perception section, reference [12]. Sample size and statistical window are not stated (DN-12). The three shares overlap conceptually and do not sum to 100%.来源:原报告“竞品认知”章节,参考文献 [12]。样本量与统计窗口未公布(DN-12)。三项份额在概念上相互重叠,合计不等于 100%。

7.2 Competitive dimension performance ratings7.2 竞品维度表现评分

Six-dimension comparison across four brands四品牌六维度对比
0–10 scale as published. A5 shown in the accent colour; all series derive from the same table.沿用原文 0–10 量表。A5 以强调色标示;全部系列来自同一张表。

Source: report, competitive comparison table. Scores are the report's own; the rating method, panel and scale definition are not disclosed (DN-11).来源:原报告竞品对比表。评分为原文所有;评分方法、评审人数与量表定义未公开(DN-11)。

Table 7.1 · Competitive dimension performance rating, as published表 7.1 · 竞品维度表现评分(原文数据)
Dimension维度 Audi A5奥迪 A5 BMW 3 SeriesBMW 3 系 Mercedes C-Class奔驰 C 级 Volvo V60沃尔沃 V60 A5 vs best (derived)A5 对最优(本站派生)
Exterior design外观设计8.78.18.37.9+0.4
Practicality实用性8.98.58.28.6+0.3
Premium quality高级质感8.38.48.58.0−0.2
Technology科技配置8.08.68.27.7−0.6
Pricing价格6.97.87.57.2−0.9
Value retention保值率8.48.47.57.90.0

The final column is a derived view produced by this site: the A5 score minus the highest competitor score in that dimension. It is not published in the source. Highlighted cells mark the highest score in each row. The source prints “8” for Volvo premium quality and for A5 technology; they are shown here as 8.0 at the same value. 末列为本站派生视图:A5 得分减去该维度中最高竞品得分,原文并未发布。高亮单元格标示该行最高分。原文中沃尔沃高级质感与 A5 科技配置印作“8”,此处按同值显示为 8.0。

7.3 Competitor interpretation7.3 竞品解读

BMW 3 Series. The BMW 3 Series remains the segment benchmark for driving dynamics; this is the single most frequently cited reason cross-shoppers ultimately choose BMW over Audi. BMW also holds a clear advantage for infotainment system responsiveness and reliability. BMW 3 系。宝马 3 系仍是该细分市场的驾驶动态基准;这是比价客户最终选择宝马而非奥迪的最常见单一原因。宝马在信息娱乐系统的响应速度与可靠性上也具备明显优势。

Mercedes-Benz C-Class. The Mercedes C-Class is universally rated higher for perceived interior luxury and ambience. Pricing positioning is more favourable than Audi, with lower entry pricing for equivalent trim levels. 奔驰 C 级。奔驰 C 级在内饰豪华感与氛围的感知上被普遍评为更高。其价格定位优于奥迪,同等级配置的入门价格更低。

Volvo V60. The Volvo V60 undercuts the A5 Avant on pricing while offering comparable practicality and superior safety ratings. It represents the primary competitive threat for estate variant buyers, particularly in Nordic markets. 沃尔沃 V60。沃尔沃 V60 在价格上低于 A5 Avant,同时提供相当的实用性与更优的安全评级。它是旅行版买家的主要竞争威胁,在北欧市场尤为明显。

Regional alternatives. Regional alternatives account for less than 12% of cross-shopping activity, and are only material in Nordic and Benelux markets. No regional competitor achieves meaningful volume at a national level across Western Europe. 区域替代品。区域替代品占交叉考虑活动的不足 12%,且仅在北欧与比荷卢市场具有实质意义。西欧范围内没有任何区域竞品达到全国性规模的实质销量。

Data Note DN-11 — rating method undisclosed. The six-dimension table is a ten-point qualitative rating. The report does not state who produced the scores, how many reviewers contributed, whether the scores aggregate media assessment or user perception, or what anchors each point on the scale. The scores are therefore presented as report-stated ratings and should not be treated as measured product performance. 数据说明 DN-11——评分方法未公开。该六维度表为十分制定性评分。原文未说明评分由谁产出、多少评审参与、评分聚合的是媒体评价还是用户感知,也未说明量表各分值的锚点。因此这些评分作为“原文所述评分”呈现,不应被视为经测量的产品性能。

Data Note DN-12 — overlap sample not stated. The 68% / 59% / 31% overlap rates have no stated sample, survey window, geography or definition of cross-shopping activity. The three figures also overlap in concept — a single buyer may consider two or three competitors — so they cannot be summed or treated as a partition of demand. 数据说明 DN-12——重叠样本未声明。68% / 59% / 31% 的重叠率未说明样本、调研窗口、地域范围或“交叉考虑活动”的定义。三个数字在概念上相互重叠——同一买家可能同时考虑两到三个竞品——因此不可相加,也不能视为需求的分割。

Module 08模块 08

Sentiment synthesis情绪综合

Positive market acceptance is driven by three high-impact factors, while adoption is blocked by two factors that exhibit above 0.75 correlation with regional market penetration rates. 正面市场接受由三个高影响因子驱动;而采纳被两个因子阻挡,二者与区域市场渗透率的相关性均高于 0.75。

8.1 Core perception drivers8.1 核心感知驱动

  • Practical design execution — 35% of all positive feedback. The strongest acceptance driver. The liftback Sedan and Avant body styles successfully resolve the historic trade-off between styling and functionality. 实用设计执行——占全部正面反馈 35%。最强的接受驱动。掀背 Sedan 与 Avant 车身形式成功化解了造型与功能之间的历史性取舍。
  • Exterior styling. Consistently positive across all regional markets, with no significant negative outliers recorded for exterior design. 外观造型。所有区域市场一致正面,外观设计未记录显著负面离群值。
  • Chassis and build quality. Investment in suspension tuning and chassis rigidity delivered universally positive road test results, and remains the model's most reliable competitive differentiator. 底盘与制造质量。悬架调校与车身刚性的投入带来一致正面的路试结果,仍是该车型最可靠的竞争差异点。

8.2 Key acceptance barriers8.2 主要接受障碍

  • Infotainment system usability — 0.82 correlation with market reach. Explains 67% of variance in regional adoption rates. Markets with higher exposure to negative infotainment feedback show 18–24% lower showroom conversion rates. 座舱系统易用性——与市场覆盖相关系数 0.82。解释区域采纳率 67% 的方差。负面座舱反馈暴露较高的市场,展厅转化率低 18–24%。
  • Pricing positioning — 0.76 correlation with market reach. The 4–7% entry price premium over direct competitors is the single largest barrier to conversion for cross-shoppers. 价格定位——与市场覆盖相关系数 0.76。相对直接竞品 4–7% 的入门价溢价,是比价客户转化的最大单一障碍。

8.3 Factor correlation table8.3 因子相关性表

Correlation with market reach与市场覆盖的相关系数
Five factors with the report's impact classification五个因子及原文的影响等级

Source: report, Sentiment Synthesis factor table. Correlation coefficients as published; no confidence intervals, sample sizes or method are given (DN-13).来源:原报告“情绪综合”因子表。相关系数按原文;未给出置信区间、样本量或计算方法(DN-13)。

Table 8.1 · Correlation with market reach, as published表 8.1 · 与市场覆盖的相关性(原文数据)
Factor因子 Correlation相关系数 Impact category影响等级 Implied r² (derived)推算 r²(本站派生)
Infotainment system usability座舱系统易用性0.82HIGH高0.67
Pricing positioning价格定位0.76HIGH高0.58
Model naming confusion车型命名混淆0.61MEDIUM中0.37
Exterior design language外观设计语言0.57MEDIUM中0.32
Hybrid powertrain specification混动动力总成规格0.43LOW低0.18

The implied r² column is arithmetic performed by this site (correlation squared). Only the 0.67 figure is stated in the source; the others are not published and appear here to make the arithmetic transparent, not to extend the analysis. 推算 r² 列为本站所做的算术运算(相关系数平方)。原文仅给出 0.67 一项;其余数值原文未发布,此处列出只是为了让算术过程透明,并非延伸分析。

Data Note DN-13 — correlation, variance and direction. The report states that 0.82 correlation explains 67% of variance; 0.82² = 0.672, so the arithmetic is internally consistent. The equivalent figure for 0.76 is not stated in the source (0.76² ≈ 0.58, shown above as arithmetic only). More importantly, the report does not state the sample, time window or method behind these correlations, nor whether the relationship is causal: a market where infotainment complaints circulate may also be a market with different buyer expectations. The correlations are reproduced as reported findings, not as premises for forecasting. 数据说明 DN-13——相关性、方差与因果方向。原文称 0.82 的相关系数解释 67% 的方差;0.82² = 0.672,算术上自洽。0.76 对应的方差解释比例原文未给出(0.76² ≈ 0.58,上表仅为算术)。更重要的是,原文未说明这些相关性背后的样本、时间窗口与方法,也未说明关系是否为因果:一个流传座舱负面反馈的市场,也可能是一个买家预期不同的市场。此处相关性作为“报告所述发现”保留,不作为预测前提。

Data Note DN-6 — the pricing arithmetic cannot be recomputed. Several price statements coexist: a base Sedan range of €47,900–€49,300, a consistent €2,100 Avant premium, an optioned figure regularly above €65,000, an 11–14% increase over the outgoing A4 Avant at launch, and a 4–7% entry premium over direct competitors. The report publishes neither the outgoing A4 Avant's launch price, nor the competitor entry prices, nor the equipment differences behind them, so none of these relationships can be verified by calculation. Note in particular that the 11–14% comparison sets the new Sedan's base against the outgoing Avant's base — different body styles. 数据说明 DN-6——价格算术无法复算。文中并存多项价格陈述:Sedan 基础价区间 47,900–49,300 欧元、Avant 恒定溢价 2,100 欧元、选装车常超过 65,000 欧元、相较旧款 A4 Avant 上市时上涨 11–14%、相对直接竞品入门价溢价 4–7%。原文既未发布旧款 A4 Avant 的上市价,也未发布竞品入门价及其背后的装备差异,因此上述任一关系都无法通过计算验证。尤需注意,11–14% 的比较是以新款 Sedan 的基础价对照旧款 Avant 的基础价——车身形式并不相同。

Module 09模块 09

Conclusions and recommendations结论与建议

The report closes with one overall market takeaway and six recommendations split across two headings. The takeaway is quoted verbatim below; the recommendations are reproduced in substance with their original ordering and priority markers. 报告以一个总体市场结论和两组共六项建议收尾。以下结论为原文逐字引用;建议按原意与原始排序及优先级标记保留。

Overall market takeaway · quoted verbatim总体市场结论 · 原文逐字引用

“The new Audi A5 Sedan and Avant have successfully recovered from the model transition sales dip, with early 2026 growth outperforming overall European luxury sedan market trends. The model line holds clear competitive leadership for exterior design and practicality, however these advantages are being systematically undermined by infotainment reliability issues and unfavourable pricing positioning. The product line currently occupies a distinct niche as the design and practicality leader in the segment, but fails to challenge BMW on driving dynamics or Mercedes on interior luxury.” “全新奥迪 A5 Sedan 与 Avant 已成功从车型换代带来的销量下滑中恢复,2026 年初的增长优于欧洲豪华轿车市场整体趋势。该产品线在外观设计与实用性上保持明确的竞争领先,但这些优势正被信息娱乐系统的可靠性问题与不利的价格定位系统性削弱。该产品线目前占据‘细分市场设计与实用性领先者’这一独特生态位,但在驾驶动态上未能挑战宝马,在内饰豪华上未能挑战奔驰。”

Quotation source: report, page 13. The Chinese rendering above is a faithful translation of the quoted English; it does not add, soften or extend any claim. 引用来源:原报告第 13 页。上列中文为所引英文的忠实翻译,未增加、弱化或延伸任何论断。

9.1 Strengthen value communication9.1 强化价值沟通

  • Highest priority: deploy an accelerated software update programme to resolve infotainment stability and usability issues. This single factor represents the highest-leverage improvement opportunity available. 最高优先级:部署加速软件更新计划,解决信息娱乐系统的稳定性与易用性问题。这一单一因子是当前可获取的最高杠杆改进机会。
  • Adjust entry trim pricing structure or reintroduce standard equipment to close the 4–7% value gap relative to BMW and Mercedes competitors. 调整入门配置的价格结构,或恢复标配装备,收窄相对宝马与奔驰竞品 4–7% 的价值落差。
  • Explicitly communicate total cost of ownership advantages from class-leading residual values, which are currently not referenced in official marketing material. 明确传播由同级领先保值率带来的总持有成本优势,该优势目前未出现在官方传播素材中。

9.2 Clarify product positioning9.2 厘清产品定位

  • Launch targeted communication for existing Audi owners to explain the A4 to A5 model transition, and acknowledge the naming confusion publicly. 面向现有奥迪车主开展定向沟通,解释 A4 到 A5 的车型过渡关系,并公开承认命名造成的混淆。
  • Standardise and publish consistent specification information across all Western European markets to eliminate repeated factual user inquiries. 在西欧各市场统一并公开发布一致的规格信息,消除重复的事实性用户询问。
  • Focus marketing messaging on the unique liftback and Avant practicality advantages, which remain the strongest unchallenged differentiators for the product line. 将营销信息聚焦于独特的掀背与 Avant 实用性优势,这仍是该产品线最强且未被挑战的差异点。

Reading note — recommendations are recommendations. These are the report's recommendations addressed to product, marketing and network functions. They are not decisions taken by Audi, this site does not imply adoption, and the ranking of “highest priority” is the report's own assessment rather than a measured return-on-investment calculation. 阅读说明——建议即建议。以上为报告面向产品、市场与网络职能提出的建议,并非奥迪已作出的决策;本站不暗示其已被采纳。“最高优先级”为报告自身的判断,而非经测算的投资回报结论。

The Executive Overview renders the same six recommendations as an action table with suggested owners, success measures and priority tags. Those three columns are editorial additions by this site and are labelled as such; the action text itself is unchanged. 高层概览将这同样六项建议呈现为行动表,并加入建议负责职能、成功度量与优先级标签。这三列为本站新增的编辑内容并已标注;行动文本本身未作改动。

Module 10模块 10

Data notes applied in this document本文各处的数据说明

Fifteen notes are documented in full in the appendix. Inline markers on this page point to them; the table below lets you jump directly. 共 15 条说明在附录中完整展开。本页内嵌标记均指向它们;下表可直接跳转。

Table 10.1 · Data note index表 10.1 · 数据说明索引
Note编号 Subject主题 Applies to适用位置
DN-1Sentiment base and the “classified feedback” denominator情绪基数与“已分类反馈”分母§3, §4, §5§3、§4、§5
DN-2Positive mention counts do not reconcile to 448 samples正面提及数与 448 条样本未对账§3§3
DN-3Neutral category ordering is not descending (23% follows 22%)中性类别非降序排列(23% 排在 22% 之后)§4§4
DN-4Negative shares total 98%; “Other” is 25%负面份额合计 98%;“其他”为 25%§5§5
DN-535% practical-design driver vs 32.5% Avant practicality35% 实用设计驱动 vs 32.5% Avant 实用性§3.4, §8.1§3.4、§8.1
DN-6Pricing arithmetic cannot be recomputed from published inputs价格算术无法由已发布输入复算§5.2, §8.3§5.2、§8.3
DN-7Two market denominators: 29% deliveries vs 28% discussion两个市场分母:29% 交付 vs 28% 讨论§2.3§2.3
DN-8Mixed reporting periods in one sales sequence同一销量序列混用统计期§2.1§2.1
DN-9Analysis window vs sales coverage; the “18 months” statement分析区间与销量覆盖;“18 个月”陈述§2.2, §5.4§2.2、§5.4
DN-10Undeclared subset denominators (78% / 72% / 68%)未声明的子集分母(78% / 72% / 68%)§4.1, §5.3§4.1、§5.3
DN-11Competitive rating method not disclosed竞品评分方法未公开§7.2§7.2
DN-12Cross-shopping overlap: no sample or window交叉考虑重叠:无样本与窗口§7.1§7.1
DN-13Correlation, variance explained and causal direction相关性、方差解释与因果方向§8.3§8.3
DN-14Reference list gives titles and outlets only — no URLs or dates参考文献仅有标题与媒体名——无 URL 与日期Appendix附录
DN-15“Data Notes” heading in the source contains no data notes原文“Data Notes”标题下无实际说明条目§1, Appendix§1、附录
↑