Scientific, customer-centric approach to conversion rate optimization based on the CRE Methodology™.
基于CRE Methodology™的科学、以客户为中心的转化率优化方法。
Core Philosophy
核心理念
Don't guess—discover. The methodology rejects "best practices" and "magic buttons" in favor of evidence-based optimization. Extraordinary improvements come from understanding WHY visitors don't convert, not from copying competitors or applying generic tips.
Goal: 10/10. When reviewing or creating landing pages, funnels, or conversion flows, rate them 0-10 based on adherence to the principles below. A 10/10 means full alignment with all guidelines; lower scores indicate gaps to address. Always provide the current score and specific improvements needed to reach 10/10.
Align goals with business KPIs. Don't jump to testing—first understand what success looks like. Identify which metrics actually matter (revenue, not just clicks).
Visualize every step from first impression to thank-you page. Identify:
Blocked arteries: High-traffic paths with underperformance
Missing links: Gaps in the funnel (no referral program, no email sequence, no upsells)
可视化从首次触达到感谢页面的每一个步骤。识别：
阻塞点：流量高但表现不佳的路径
缺失环节：漏斗中的漏洞（如没有推荐计划、邮件序列、追加销售）
3. Understand Visitors (The Critical Step)
3. 了解访客（关键步骤）
Answer: "Why aren't visitors converting?" Research in three areas:
a) Visitor types & intentions
New vs. repeat visitors
Traffic source behavior
Buyer journey stage
Intent signals
b) UX problems (willing but unable)
Browser compatibility
Page speed
Navigation clarity
Form usability
Error messages
c) Objections (able but unwilling)
Use surveys, chat logs, support tickets to capture the "voice of the customer." See OBJECTIONS.md for O/CO framework.
回答：“访客为什么没有转化？”从三个领域开展研究：
a) 访客类型与意图
新访客 vs 回访访客
流量来源行为
购买旅程阶段
意图信号
b) UX问题（愿意转化但无法转化）
浏览器兼容性
页面速度
导航清晰度
表单易用性
错误提示
c) 异议（能够转化但不愿意转化）
通过调查、聊天记录、支持工单收集“客户的声音”。查看OBJECTIONS.md获取O/CO框架。
4. Gather Market Intelligence
4. 收集市场情报
Analyze competitors
Monitor social media, reviews
Transfer winning strategies from other industries
Identify positioning opportunities
分析竞争对手
监测社交媒体、评论
借鉴其他行业的成功策略
识别定位机会
5. Find Hidden Persuasion Assets
5. 挖掘隐藏的说服资产
Every company has overlooked proof elements:
Testimonials not displayed
Awards not mentioned
Statistics not highlighted
Guarantees not prominent
Team credentials hidden
Create a "wish list" of assets to acquire.
每家公司都有被忽视的证明元素：
未展示的客户证言
未提及的奖项
未突出的数据
未显眼展示的保证
被隐藏的团队资质
创建一份需要获取的资产清单。
6. Create Experimental Strategy
6. 制定实验策略
Prioritize ideas using the ICE framework:
Impact: Could this double conversion rate? (1-10)
Confidence: How sure are we this will work? (1-10)
Ease: How easy to implement? (1-10)
Critical: Make BOLD changes, not "meek tweaks." Small changes rarely reach statistical significance and waste resources.
See testing-methodology.md for detailed ICE scoring and prioritization.
使用ICE框架对想法进行优先级排序：
影响（Impact）：这个想法能否让转化率翻倍？（1-10分）
信心（Confidence）：我们对其效果有多大把握？（1-10分）
实施难度（Ease）：实施起来有多容易？（1-10分）
关键提示：进行大胆的改变，而非“微小的调整”。小改动很少能达到统计显著性，还会浪费资源。
查看testing-methodology.md获取详细的ICE评分和优先级排序方法。
7. Design Challengers
7. 设计测试版本
Create wireframes based on research insights (not guesswork). Focus on:
Headlines
Introductory paragraphs
Calls-to-action
Objection handling
See COPYWRITING.md for persuasion techniques.
基于研究洞察（而非猜测）创建线框图。重点关注：
标题
引言段落
行动召唤（Calls-to-action）
异议处理
查看COPYWRITING.md获取说服技巧。
8. Run Experiments
8. 开展实验
Use A/B testing platforms (Optimizely, VWO, etc.). For each test:
Document hypothesis: "If we [change X], then [metric Y] will improve because [reason]"
Define primary and guardrail metrics
Calculate required sample size BEFORE starting
Wait for statistical significance (95% confidence minimum)
Run for at least one full business cycle (1-2 weeks)
Promote winners to new control
See testing-methodology.md for statistical rigor and A/B vs. multivariate guidance.
使用A/B测试平台（如Optimizely、VWO等）。对于每个测试：
记录假设：“如果我们[做出X改变]，那么[指标Y]将会提升，因为[原因]”
定义主要指标和防护指标
在开始前计算所需样本量
等待达到统计显著性（最低95%置信度）
至少运行一个完整的业务周期（1-2周）
将获胜版本设为新的基准版本
查看testing-methodology.md获取统计严谨性以及A/B测试与多变量测试的指导。
9. Scale Wins
9. 放大成功成果
Apply insights across:
Other landing pages
Ad copy
Email sequences
Offline materials
Affiliate programs
将洞察应用到：
其他着陆页
广告文案
邮件序列
线下物料
联盟营销计划
Quick-Start Checklist
快速启动清单
When optimizing any page:
What is the ONE action visitors should take?
Who are the visitors? What stage of buying journey?
What are their top 3-5 objections? (Don't guess—research)
What proof/counter-objections address each?
Is the value proposition crystal clear in 5 seconds?
Are there UX blockers? (speed, mobile, forms)
What persuasion assets are missing or hidden?
在优化任何页面时：
访客应该采取的唯一行动是什么？
访客是谁？处于购买旅程的哪个阶段？
他们最主要的3-5个异议是什么？（不要猜测——要研究）
有哪些证明/反异议可以解决每个问题？
价值主张能否在5秒内清晰传达？
是否存在UX障碍？（速度、移动端适配、表单）
缺少或隐藏了哪些说服资产？
Key Frameworks
核心框架
O/CO Table: Objection/Counter-Objection mapping. See OBJECTIONS.md
Persuasion Assets: Proof elements inventory. See PERSUASION.md
Funnel Analysis: Blocked arteries & missing links. See funnel-analysis.md
Bold vs. Meek: Test big changes, not button colors. See testing-methodology.md
ICE Prioritization: Score ideas by Impact, Confidence, Ease
O/CO表格：异议/反异议映射。查看OBJECTIONS.md
说服资产：证明元素清单。查看PERSUASION.md
漏斗分析：阻塞点与缺失环节。查看funnel-analysis.md
大胆vs微小：测试大改动，而非按钮颜色。查看testing-methodology.md
ICE优先级排序：根据影响、信心、实施难度为想法评分
Anti-Patterns (What NOT to Do)
反模式（切勿这样做）
Copy competitors blindly
Test button colors before understanding objections
Assume you know why visitors leave
Use "best practices" without validation
Make changes based on HiPPO (Highest Paid Person's Opinion)
Optimize individual pages without funnel context
Give up after one failed test
盲目模仿竞争对手
在理解异议之前测试按钮颜色
假设自己知道访客离开的原因
未经验证就使用“最佳实践”
根据HiPPO（最高薪资人员的意见）做出更改
脱离漏斗背景优化单个页面
一次测试失败就放弃
Reference Files
参考文件
OBJECTIONS.md: O/CO framework, research methods, counter-objection techniques
funnel-analysis.md: Blocked arteries, missing links, industry funnels, cross-sell mapping
OBJECTIONS.md：O/CO框架、研究方法、反异议技巧
COPYWRITING.md：标题、证明元素、有说服力的写作
PERSUASION.md：说服资产清单、心理触发因素
RESEARCH.md：工具、调查问题、数据分析
testing-methodology.md：A/B测试、统计显著性、ICE优先级排序、多变量测试
funnel-analysis.md：阻塞点、缺失环节、行业漏斗、交叉销售映射
Further Reading
延伸阅读
This skill is based on the CRE Methodology™ developed by Conversion Rate Experts. For the complete methodology, detailed case studies, and advanced techniques, read the original book: