经典理论与模型:

方向 内容 说明
AIDA 模型 Attention → Interest → Desire → Action 最早的广告行为路径理论,构成文案与素材的核心逻辑。
营销漏斗(Funnel)模型 Awareness → Consideration → Conversion → Retention 用来分析广告的阶段目标与优化方向。
ROAS / ROI 模型 Return on Ad Spend / Return on Investment 衡量投放回报的核心指标。
CAC / LTV 模型 Customer Acquisition Cost / Lifetime Value 判断一个客户能否覆盖获客成本。
多触点归因模型 Last-click / Linear / Time Decay / Data-driven 广告渠道效果评估的关键工具。

推荐书籍:

  • 《Marketing Engineering》 – Gary Lilien。全面讲解广告决策、预算分配与数据建模。
  • 《Advertising Media Planning》 – Jack Z. Sissors。广告投放的圣经级教材,讲透媒体组合。
  • 《Introduction to Statistical Learning》。学广告数据分析最友好的机器学习教材。
  • 《Facebook广告投放实战手册》 – 刘飞
  • 《Hooked: How to Build Habit-Forming Products》 – Nir Eyal
  • 《Traction: How Any Startup Can Achieve Explosive Customer Growth》

Coursera: Google Ads for Beginners, Certificate. Using Google Ads, the parameters could be set:

Audience segments To whom show the ads.
Budget how many money will be spent per day.
Bidding based on
- conversions (Maximize number of conversions)
conversion value (Weighted by value)
Target CPA cost per action (e.g. cost per click on our website)
Ad rotation all the ads will be tested, and the ad with more actions will be shown more often.
Ad groups contains one or more ads and a set of related keywords. (to better target the ads)

Media planning

Media planning is a process that marketers use to determine the best method of communicating a message to an audience. Media planning involves analyzing audiences, channels, platforms, messaging, and advertisements to discover the most effective marketing methods to promote a particular brand or product. With thorough media planning, you can reach potential customers on the right channel with the right message at the right time.