impression-share-diagnostics

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Impression Share Diagnostics Skill

展示份额诊断 Skill

Purpose: Provides expert analysis of impression share metrics to diagnose root causes of underspending and auction performance issues in Google Ads Search campaigns.
Type: Domain knowledge skill (auto-invoked)

Purpose: 为 Google Ads Search 广告系列提供展示份额指标专家分析,用于诊断支出不足和竞价表现问题的根本原因。
Type: 领域知识 skill(自动调用)

What This Skill Deliberately Does NOT Do

此 Skill 明确不做的事项

  • Calculate the budget change. Diagnosis ends at "budget is (or isn't) the constraint" — the sizing math (5-10% caps, adjustment factors, daily translation) lives in
    budget-recommendation-calculator
    .
  • Diagnose PMax with the decision tree. Performance Max has no impression share metrics — the scenarios apply to Search campaigns (plus the bid-cap check for Display/Video remarketing). PMax gets budget-utilization and asset diagnostics instead (see the campaign-type section).
  • Treat Rank Lost IS as a target. The skill reads it as evidence for the constraint diagnosis, never as a number to optimize down — chasing it is the misconception this skill exists to correct.
  • Pull the metrics. The required API fields are listed under Data Sources Required; the query templates live in
    gaql-query-patterns
    .

  • 计算预算变更。 诊断止于“预算是(或不是)约束条件”——规模测算(5-10% 上限、调整系数、向日预算的换算)位于
    budget-recommendation-calculator
    。
  • 使用决策树诊断 PMax。 Performance Max 没有展示份额指标——这些场景适用于 Search 广告系列(另加 Display/Video 再营销的 bid-cap 检查)。PMax 应改用预算利用率和 asset 诊断(见广告系列类型部分)。
  • 将 Rank Lost IS 视为目标。 此 skill 将其作为约束条件诊断的证据,绝不会把它当作需要优化降低的数值——追逐降低该指标正是此 skill 旨在纠正的误区。
  • 拉取指标。 所需 API 字段列于“所需数据源”;查询模板位于
    gaql-query-patterns
    。

Core Impression Share Metrics

核心展示份额指标

Search Impression Share (Search IS)

Search Impression Share(Search IS)

What it measures: Percentage of impressions you received out of total eligible impressions
How to interpret:
  • >80%: Excellent - capturing most available impressions
  • 50-80%: Good - moderate market coverage
  • 30-50%: Limited - missing significant opportunity
  • <30%: Very limited - major opportunity loss
Note: Higher is better, but 100% is rarely achievable or necessary
衡量内容: 你获得的展示次数占符合条件展示总次数的百分比
解读方式:
  • >80%: 优秀——已获得大部分可用展示
  • 50-80%: 良好——市场覆盖度适中
  • 30-50%: 有限——错失了显著机会
  • <30%: 非常有限——错失了大量机会
Note: 越高越好,但 100% 很少能够实现,也没有必要实现

Budget Lost Impression Share (Budget Lost IS)

Budget Lost Impression Share(Budget Lost IS)

What it measures: Percentage of impressions lost due to budget constraints
How to interpret:
  • <10%: Budget is sufficient for current demand
  • 10-30%: Moderate budget constraint (minor opportunity loss)
  • 30-50%: Significant budget constraint (primary limiting factor)
  • >50%: Severe budget constraint (major spend potential untapped)
Primary indicator: If high, increasing budget will likely increase spend
衡量内容: 因预算限制而损失的展示次数百分比
解读方式:
  • <10%: 预算足以满足当前需求
  • 10-30%: 中度预算约束(错失了少量机会)
  • 30-50%: 显著预算约束(主要限制因素)
  • >50%: 严重预算约束(大量潜在支出尚未释放)
主要指标: 如果该指标较高,增加预算通常会增加支出

Rank Lost Impression Share (Rank Lost IS)

Rank Lost Impression Share(Rank Lost IS)

What it measures: Percentage of impressions lost due to ad rank (quality + bid)
How to interpret:
  • <10%: Excellent competitive position
  • 10-30%: Good competitive position (normal)
  • 30-60%: Moderate competitive disadvantage
  • >60%: Significant competitive disadvantage
CRITICAL CONTEXT: Rank Lost IS is informational, not a primary optimization target

衡量内容: 因广告排名(质量 + 出价)而损失的展示次数百分比
解读方式:
  • <10%: 竞争地位优秀
  • 10-30%: 竞争地位良好(正常)
  • 30-60%: 中度竞争劣势
  • >60%: 显著竞争劣势
关键上下文: Rank Lost IS 是参考信息,而不是主要优化目标

Smart Bidding Context (CRITICAL)

Smart Bidding 情境(关键)

Most Portfolio Campaigns Use Smart Bidding

大多数 Portfolio 广告系列使用 Smart Bidding

Common bidding strategies:
  • Max Conversions (no target) - Automated, no manual bid control
  • Max Conversion Value (no target) - Automated, ROAS focus
  • Max Clicks (with optional max CPC limit) - Automated, traffic focus
YOU CANNOT MANUALLY ADJUST BIDS - Google's algorithm controls them.
Primary Control Lever: Monthly budget (translates to daily budget)
Budget Management Philosophy:
  1. #1 Priority: Hit monthly spend targets (pacing)
  2. #2 Priority: Maintain acceptable CPA/ROAS goals
  3. Budget increases are CONSERVATIVE: 5-10% monthly budget increases

常见竞价策略:
  • Max Conversions(无目标)- 自动化,无手动出价控制
  • Max Conversion Value(无目标)- 自动化,以 ROAS 为重点
  • Max Clicks(可选设 max CPC 上限)- 自动化,以流量为重点
你无法手动调整出价——出价由 Google 的算法控制。
主要控制杠杆: 月度预算(可换算为日预算)
预算管理原则:
  1. 第一优先级: 达成月度支出目标(支出节奏)
  2. 第二优先级: 维持可接受的 CPA/ROAS 目标
  3. 预算增幅应保持保守: 每月增加预算 5-10%

Root Cause Diagnosis Decision Tree

根本原因诊断决策树

Scenario 1: Budget Too Low (Most Common)

场景 1:预算过低(最常见)

Pattern:
  • Budget Lost IS: >10% (any level of budget constraint)
  • Rank Lost IS: >50% (high competitive pressure)
  • Search IS: <70% (missing impressions)
What's happening:
  • Google's algorithm wants to bid higher to compete
  • Budget cap prevents it from spending more
  • Algorithm is forced to bid conservatively to stay within budget
  • Result: Lower bids → Worse ad rank → Lost impressions
Diagnosis: Budget is too low for competitive auction environment
Recommendation: Increase monthly budget by 5-10%
Why this works:
  • With smart bidding, budget is the primary lever
  • Higher budget → algorithm can bid more aggressively
  • More aggressive bids → better ad rank → more impressions → more spend

特征:
  • Budget Lost IS:>10%(存在任何程度的预算约束)
  • Rank Lost IS:>50%(竞争压力较高)
  • Search IS:<70%(错失展示)
正在发生的情况:
  • Google 的算法希望提高出价以参与竞争
  • 预算上限阻止其支出更多
  • 算法被迫采用保守出价,以保持在预算范围内
  • 结果:出价降低 → 广告排名变差 → 展示丢失
诊断: 在竞争激烈的竞价环境中,预算过低
建议: 月度预算增加 5-10%
有效原因:
  • 使用 smart bidding 时,预算是主要杠杆
  • 预算提高 → 算法可以更积极地出价
  • 出价更积极 → 广告排名更好 → 获得更多展示 → 产生更多支出

Scenario 2: Quality Score Issues (Secondary)

场景 2:质量得分问题(次要)

Pattern:
  • Rank Lost IS: >60% (very high)
  • Budget Lost IS: <10% (budget is sufficient)
  • CPA significantly above goals
  • Search IS: Low despite budget availability
What's happening:
  • Low quality score = higher cost per click
  • Google charges more for lower quality ads
  • Algorithm can't compete efficiently
  • Result: Fewer impressions even with budget available
Diagnosis: Ad relevance, landing page, or keyword quality issues
Recommendation:
  1. Improve ad relevance (match ad copy to keywords)
  2. Improve landing page experience (speed, mobile, relevance)
  3. Refine keyword quality (remove low-performing keywords)
  4. Secondary to budget fixes - quality improvements take time

特征:
  • Rank Lost IS:>60%(非常高)
  • Budget Lost IS:<10%(预算充足)
  • CPA 显著高于目标
  • 即使预算充足,Search IS 仍然较低
正在发生的情况:
  • 质量得分低 = 每次点击成本更高
  • Google 对质量较低的广告收取更高费用
  • 算法无法高效参与竞争
  • 结果:即使预算充足,展示次数仍然较少
诊断: 广告相关性、落地页或关键词质量存在问题
建议:
  1. 提高广告相关性(使广告文案与关键词匹配)
  2. 改善落地页体验(速度、移动端体验和相关性)
  3. 优化关键词质量(移除表现不佳的关键词)
  4. 优先级低于预算调整——质量改进需要时间

Scenario 3: Low Demand (Normal, Not a Problem)

场景 3:需求较低(正常现象,不是问题)

Pattern:
  • Search IS: >80% (capturing most impressions)
  • Budget Lost IS: <10% (budget is sufficient)
  • Rank Lost IS: <10% (good competitive position)
  • Still underspending vs. budget
What's happening:
  • You're capturing most available impressions
  • Low search volume for these keywords
  • This is NORMAL - not every keyword has high volume
Diagnosis: Account is operating efficiently, just low organic demand
Recommendation:
  • Option 1: Accept that this is normal (low search volume markets)
  • Option 2: Consider reducing budget to match actual demand
  • Option 3: Expand targeting (new keywords, looser match types, new geos)
DO NOT increase budget in this scenario - you're already capturing available demand

特征:
  • Search IS:>80%(已获得大部分展示)
  • Budget Lost IS:<10%(预算充足)
  • Rank Lost IS:<10%(竞争地位良好)
  • 相对于预算仍然支出不足
正在发生的情况:
  • 你已经获得了大部分可用展示
  • 这些关键词的搜索量较低
  • 这是正常现象——并非每个关键词都有很高的搜索量
诊断: 广告账户运行效率良好,只是自然需求较低
建议:
  • 选项 1: 接受这是正常现象(低搜索量市场)
  • 选项 2: 考虑降低预算以匹配实际需求
  • 选项 3: 扩大定向范围(新关键词、更宽松的匹配类型、新地理区域)
在这种情况下不要增加预算——你已经获得了可用需求。

Scenario 3a: Brand Campaign Demand Ceiling (Budget Reallocation)

场景 3a:品牌广告系列需求上限(预算重新分配)

Pattern:
  • Brand campaign Search IS: >90% (near-maxed)
  • Budget Lost IS: <10%
  • Brand campaign spending 40-60% of allocated budget
  • Other campaigns (GEO, BDRM) have lower IS (more headroom)
What's happening:
  • Brand search demand is capped - not enough searches for "[Property] apartments"
  • At 90%+ IS, you're capturing nearly all available brand demand
  • Budget allocated to Brand cannot be spent
  • Meanwhile, GEO/BDRM campaigns have impression share headroom
Diagnosis: Budget misallocation - too much budget on demand-capped Brand, not enough on campaigns with headroom
Recommendation:
  • Reallocate budget from Brand → GEO or BDRM campaigns
  • Brand continues capturing all available demand (just with smaller budget)
  • GEO/BDRM can compete more aggressively with additional budget
  • Total account spend increases toward daily target
Example:
Before reallocation:
- Brand: $20/day budget, $10/day actual (50% util), 94% IS
- GEO: $45/day budget, $27/day actual (60% util), 18% IS
- BDRM: $45/day budget, $20/day actual (44% util), 44% IS

Action: Move $5-10/day from Brand to GEO/BDRM

After reallocation:
- Brand: $12/day budget (still captures 94% IS)
- GEO: $50/day budget (can now compete for more of the 82% lost IS)
- BDRM: $48/day budget (can compete for more of the 56% lost IS)
Key Insight: You can't force demand that doesn't exist - put budget where there's opportunity

特征:
  • 品牌广告系列 Search IS:>90%(接近上限)
  • Budget Lost IS:<10%
  • 品牌广告系列支出了已分配预算的 40-60%
  • 其他广告系列(GEO、BDRM)的 IS 较低(还有更多提升空间)
正在发生的情况:
  • 品牌搜索需求存在上限——“[Property] apartments”的搜索量不足
  • 在 90%+ IS 时,你已经获得了几乎所有可用的品牌需求
  • 分配给 Brand 的预算无法消耗
  • 与此同时,GEO/BDRM 广告系列还有展示份额提升空间
诊断: 预算分配不当——分配给需求已封顶的 Brand 的预算过多,分配给有提升空间广告系列的预算不足
建议:
  • 将预算从 Brand 重新分配到 GEO 或 BDRM 广告系列
  • Brand 继续获得所有可用需求(只是预算更少)
  • GEO/BDRM 可以利用新增预算更积极地参与竞争
  • 账户总支出将增加并向日目标靠拢
示例:
Before reallocation:
- Brand: $20/day budget, $10/day actual (50% util), 94% IS
- GEO: $45/day budget, $27/day actual (60% util), 18% IS
- BDRM: $45/day budget, $20/day actual (44% util), 44% IS

Action: Move $5-10/day from Brand to GEO/BDRM

After reallocation:
- Brand: $12/day budget (still captures 94% IS)
- GEO: $50/day budget (can now compete for more of the 82% lost IS)
- BDRM: $48/day budget (can compete for more of the 56% lost IS)
关键洞察: 无法强行创造不存在的需求——应把预算放在存在机会的地方

Scenario 4: Recent Budget Increase (Ramp-Up Period)

场景 4:近期提高预算(爬坡期)

Pattern:
  • Budget was increased in last 3-7 days
  • Currently underspending vs. new budget
  • Impression share metrics not yet stabilized
What's happening:
  • Smart bidding algorithms need time to adjust
  • Algorithm gradually increases bids after budget increase
  • Normal ramp-up period (3-7 days typical)
Diagnosis: Normal ramp-up period after budget increase
Recommendation:
  • No action needed
  • Monitor for 3-5 more days
  • If still underspending after 7 days, re-investigate
DO NOT increase budget again during ramp-up period

特征:
  • 预算在过去 3-7 天内被提高
  • 当前相对于新预算仍然支出不足
  • 展示份额指标尚未稳定
正在发生的情况:
  • Smart bidding 算法需要时间进行调整
  • 预算提高后,算法会逐步提高出价
  • 这是正常的爬坡期(通常为 3-7 天)
诊断: 提高预算后的正常爬坡期
建议:
  • 无需采取操作
  • 继续观察 3-5 天
  • 如果 7 天后仍然支出不足,则重新调查
在爬坡期内不要再次提高预算。

Impression Share Context for Different Campaign Types

不同广告类型的展示份额上下文

Search Campaigns (GEO, Bedroom, Brand)

Search 广告系列(GEO、Bedroom、Brand)

  • Full IS metrics available: Search IS, Budget Lost IS, Rank Lost IS
  • Use decision tree above to diagnose root cause
  • Primary focus: Budget Lost IS (indicates spend potential)
  • 提供完整 IS 指标: Search IS、Budget Lost IS、Rank Lost IS
  • 使用上述决策树诊断根本原因
  • 主要关注点: Budget Lost IS(表示潜在支出空间)

Performance Max Campaigns

Performance Max 广告系列

  • NO impression share metrics available (different auction dynamics)
  • Cannot use IS for diagnosis
  • Alternative diagnostics:
    • Budget utilization % (MTD spend ÷ MTD budget)
    • Asset performance scores
    • Auction insights (when available)
  • 没有展示份额指标(竞价机制不同)
  • 不能使用 IS 进行诊断
  • 替代诊断方式:
    • 预算利用率(MTD spend ÷ MTD budget)
    • Asset 表现评分
    • Auction insights(可用时)

Demand Gen Campaigns

Demand Gen 广告系列

  • Limited IS metrics (display network, different from search)
  • Focus on: Reach, frequency, view rate
  • Not applicable: Search IS decision tree
  • IS 指标有限(展示网络不同于搜索)
  • 关注重点: Reach、frequency、view rate
  • 不适用: Search IS 决策树

Display/Video Campaigns (Remarketing)

Display/Video 广告系列(再营销)

Key Diagnostic: Check for "Bid setting limited" status in Google Ads UI
Common Issue: Max CPC bid cap too restrictive on Maximize Clicks strategy
Pattern:
  • Campaign status shows "Bid setting limited"
  • Very low click volume despite budget availability
  • Spending well below daily budget
Root Cause: Max CPC cap (e.g., $2-3) is lower than auction clearing prices for Display network. Campaign can't compete for impressions.
Standard Fix for Display Remarketing:
  • Increase max CPC bid limit to $4.00 (standard floor)
  • This provides headroom to compete while maintaining reasonable ceiling
Context: Accounts may use standardized content suitability settings which restrict available inventory. This means bid caps need to be higher ($4+) to compete in the smaller placement pool. If content suitability settings change, bid cap requirements may need adjustment.
Verification:
  1. Check campaign settings → Bidding → "Maximum CPC bid limit"
  2. If under $4.00, increase to $4.00
  3. Monitor for 2-3 days - spend should increase toward budget
Expected CPC Range: $2-3 after auctions normalize (the $4 cap acts as ceiling)
Note: Display campaigns don't have Search IS metrics - diagnose via campaign status and bid strategy settings

关键诊断: 检查 Google Ads UI 中是否显示“Bid setting limited”状态
常见问题: Maximize Clicks 策略中的 Max CPC bid cap 过于严格
特征:
  • 广告系列状态显示“Bid setting limited”
  • 即使预算充足,点击量仍然非常低
  • 支出远低于日预算
根本原因: Max CPC bid cap(例如 $2-3)低于 Display 网络的拍卖清算价格。广告系列无法获得足够的展示竞价机会。
Display 再营销的标准修复方式:
  • 将 max CPC bid limit 提高到 $4.00(标准下限)
  • 这样既能为参与竞价提供空间,又能维持合理上限
上下文: 账户可能使用标准化的内容适用性设置,从而限制可用库存。这意味着 bid cap 需要更高($4+),才能在较小的版位池中参与竞争。如果内容适用性设置发生变化,bid cap 要求也可能需要调整。
验证方式:
  1. 检查广告系列设置 → Bidding → “Maximum CPC bid limit”
  2. 如果低于 $4.00,将其提高到 $4.00
  3. 观察 2-3 天——支出应向预算水平增加
预期 CPC 范围: 拍卖恢复正常后为 $2-3($4 上限充当天花板)
Note: Display 广告系列没有 Search IS 指标——应通过广告系列状态和竞价策略设置进行诊断

How to Interpret Rank Lost IS in Context

如何结合上下文解读 Rank Lost IS

Common Misconception:

常见误区:

"Rank Lost IS is high (60-80%), so we need to improve quality score or increase bids"
“Rank Lost IS 很高(60-80%),所以需要提高质量得分或增加出价”

Reality:

实际情况:

  • Rank Lost IS is informational, not a target
  • High Rank Lost IS (60-80%) is common in competitive auctions
  • Don't optimize TO a specific Rank Lost IS target
  • Use it to understand WHY underspending (competitive pressure signals budget need)
  • Rank Lost IS 是参考信息,不是优化目标
  • 在竞争激烈的拍卖中,Rank Lost IS 较高(60-80%)很常见
  • 不要针对某个特定的 Rank Lost IS 目标进行优化
  • 使用它来理解为什么支出不足(竞争压力信号表明需要提高预算)

Correct Interpretation:

正确解读:

  • High Rank Lost IS + High Budget Lost IS → Budget is the constraint
  • High Rank Lost IS + Low Budget Lost IS → Quality/efficiency is the constraint
  • Low Rank Lost IS + Low Budget Lost IS → No constraint (low demand)
Primary focus: Pacing variance and CPA/ROAS performance, not Rank Lost IS itself

  • Rank Lost IS 高 + Budget Lost IS 高 → 预算是约束条件
  • Rank Lost IS 高 + Budget Lost IS 低 → 质量/效率是约束条件
  • Rank Lost IS 低 + Budget Lost IS 低 → 没有约束条件(需求较低)
主要关注点: 支出节奏差异和 CPA/ROAS 表现,而不是 Rank Lost IS 本身

Budget vs. Quality Trade-offs

预算与质量的权衡

When Budget Increase is Appropriate:

适合提高预算的情况:

✅ Underspending vs. monthly budget (pacing variance >±8%) ✅ Budget Lost IS >10% (spend potential exists) ✅ CPA is acceptable or below goal ✅ ROAS is acceptable or above goal ✅ No recent budget increase in last 7 days
✅ 相对于月度预算支出不足(支出节奏差异 >±8%) ✅ Budget Lost IS >10%(存在潜在支出空间) ✅ CPA 处于可接受水平或低于目标 ✅ ROAS 处于可接受水平或高于目标 ✅ 过去 7 天内没有提高预算

When Budget Increase is NOT Appropriate:

不适合提高预算的情况:

❌ CPA is significantly above goal (>20% over target) ❌ ROAS is below minimum threshold ❌ Recent budget increase within last 3-7 days (ramp-up period) ❌ Search IS >80% + Budget Lost IS <10% (low demand, not budget constraint) ❌ Quality score issues evident (very high CPA despite budget availability)
❌ CPA 显著高于目标(超出目标 >20%) ❌ ROAS 低于最低阈值 ❌ 过去 3-7 天内提高过预算(处于爬坡期) ❌ Search IS >80% + Budget Lost IS <10%(需求较低,不是预算约束) ❌ 存在明显的质量得分问题(预算充足但 CPA 非常高)

The Conservative Approach:

保守策略:

  • Start with 5% budget increase (not 10-20%)
  • Monitor for 5-7 days before additional increases
  • Never increase budget >10% in single change (algorithm shock risk)
  • Quality improvements are secondary to budget optimization

  • 从提高 5% 预算开始(而不是 10-20%)
  • 在进一步增加预算前,观察 5-7 天
  • 单次调整的预算增幅绝不能超过 10%(存在算法冲击风险)
  • 质量改进的优先级低于预算优化

Integration with Underspending Investigation

与支出不足调查的集成

How This Skill Fits:

此 Skill 的作用:

This skill provides the Step 3: Impression Share Analysis framework for underspending investigations.
此 skill 为支出不足调查提供第 3 步:展示份额分析框架。

Typical Investigation Flow:

典型调查流程:

  1. Step 1: Check recent optimizations (ramp-up period check)
  2. Step 2: Analyze campaign spend patterns (which campaigns, budget structure)
  3. Step 3: USE THIS SKILL → Diagnose root cause via impression share
  4. Output: Budget recommendation or quality improvement recommendation
  1. 第 1 步: 检查近期优化操作(爬坡期检查)
  2. 第 2 步: 分析广告系列支出模式(哪些广告系列、预算结构如何)
  3. 第 3 步:使用此 Skill → 通过展示份额诊断根本原因
  4. 输出: 预算建议或质量改进建议

Expected Output from This Skill:

此 Skill 的预期输出:

After analyzing IS metrics, you should be able to answer:
  • What is the primary constraint? (Budget | Quality | Low Demand | Ramp-Up)
  • What evidence supports this? (specific IS metric values)
  • What action is recommended? (budget increase | quality improvement | monitor | reduce budget)
  • Why will this work? (mechanism explanation)

分析 IS 指标后,你应当能够回答:
  • 主要约束条件是什么?(预算 | 质量 | 低需求 | 爬坡期)
  • 有哪些证据支持这一判断?(具体的 IS 指标值)
  • 建议采取什么操作?(提高预算 | 改进质量 | 观察 | 降低预算)
  • 为什么这样有效?(机制解释)

Quick Reference: IS Patterns Cheat Sheet

快速参考:IS 模式速查表

Search ISBudget Lost ISRank Lost ISDiagnosisRecommendation
<70%>30%>50%Budget too lowIncrease budget 5-10%
<70%<10%>60%Quality issuesImprove quality (secondary)
>80%<10%<10%Low demandNormal (or reduce budget)
AnyAnyAnyRecent budget ↑Monitor 3-5 more days
50-70%10-30%30-60%Mixed constraintIncrease budget 5% + monitor

Search ISBudget Lost ISRank Lost IS诊断建议
<70%>30%>50%预算过低增加预算 5-10%
<70%<10%>60%质量问题改进质量(次要)
>80%<10%<10%需求较低正常(或降低预算)
任意任意任意近期预算 ↑继续观察 3-5 天
50-70%10-30%30-60%混合约束增加预算 5%并观察

When to Use This Skill

何时使用此 Skill

Auto-Invoked When:

自动调用场景:

  • Investigating underspending issues
  • Analyzing impression share metrics
  • Diagnosing auction competitiveness
  • Determining budget vs. quality constraints
  • User mentions "impression share", "lost IS", "rank lost", or "budget lost"
  • Creating budget increase recommendations
  • Explaining why campaigns are underspending
  • 调查支出不足问题
  • 分析展示份额指标
  • 诊断竞价竞争力
  • 确定预算与质量约束条件
  • 用户提到“impression share”“lost IS”“rank lost”或“budget lost”
  • 制定预算增加建议
  • 解释广告系列为何支出不足

Data Sources Required:

所需数据源:

  • Google Ads API:
    metrics.search_impression_share
  • Google Ads API:
    metrics.search_budget_lost_impression_share
  • Google Ads API:
    metrics.search_rank_lost_impression_share
  • Campaign bidding strategy:
    campaign.bidding_strategy_type
  • Campaign CPA/ROAS:
    metrics.cost_per_conversion
    ,
    metrics.conversions_value_per_cost
  • Google Ads API:
    metrics.search_impression_share
  • Google Ads API:
    metrics.search_budget_lost_impression_share
  • Google Ads API:
    metrics.search_rank_lost_impression_share
  • 广告系列竞价策略:
    campaign.bidding_strategy_type
  • 广告系列 CPA/ROAS:
    metrics.cost_per_conversion
    、
    metrics.conversions_value_per_cost

CRITICAL: API Returns Decimals, Not Percentages

关键:API 返回小数值,而非百分比

The Google Ads API returns impression share as decimals (0.0 to 1.0), NOT percentages.
API ValueActual Percentage
0.246424.64%
0.101710.17%
0.09999.99%
0.633763.37%
When displaying to users or applying thresholds, always multiply by 100:
python
undefined
Google Ads API 返回的展示份额是小数(0.0 到 1.0),不是百分比。
API 值实际百分比
0.246424.64%
0.101710.17%
0.09999.99%
0.633763.37%
向用户展示或应用阈值时,始终乘以 100:
python
undefined

Correct

Correct

search_is_pct = row.metrics.search_impression_share * 100 print(f"Search IS: {search_is_pct:.1f}%") # Output: "Search IS: 24.6%"
search_is_pct = row.metrics.search_impression_share * 100 print(f"Search IS: {search_is_pct:.1f}%") # Output: "Search IS: 24.6%"

WRONG - will show misleading values like "0.25%"

WRONG - will show misleading values like "0.25%"

print(f"Search IS: {row.metrics.search_impression_share:.2f}%")

**Threshold comparisons must use percentage values (after multiplying by 100):**
```python
search_is = api_value * 100  # Convert to percentage first
if search_is > 80:  # 80% threshold
    print("High impression share")

print(f"Search IS: {row.metrics.search_impression_share:.2f}%")

**阈值比较必须使用乘以 100 后的百分比值:**
```python
search_is = api_value * 100  # Convert to percentage first
if search_is > 80:  # 80% threshold
    print("High impression share")

Using Impression Share as Demand Ceiling (Budget Viability Analysis)

将展示份额作为需求上限(预算可行性分析)

The Pattern

模式

When evaluating whether an ad group or campaign can absorb a budget increase (or sustain spend after pausing other segments), use impression share as a demand signal to calculate the spending ceiling.
Key Insight:
  • Current spend tells you what you are spending
  • Impression Share tells you what you could spend (the demand ceiling)
评估广告组或广告系列能否吸收预算增加(或在其他细分暂停后维持支出)时,使用展示份额作为需求信号来计算支出上限。
关键洞察:
  • 当前支出告诉你正在花费多少
  • 展示份额告诉你能够花费多少(需求上限)

Formula

公式

Potential Spend = Current Spend / (Search IS / 100)
Potential Spend = Current Spend / (Search IS / 100)

Example

示例

Scenario: Client asks to pause all ad groups except one single-geo ad group. Can it absorb the budget?
MetricSingle Ad Group
Current spend$91/month
Search IS15.8%
Potential ceiling$91 / 0.158 = $577/month
Required budget$1,800/month
VerdictWill severely underpace (68% under)
场景: 客户要求暂停除单个地理广告组之外的所有广告组。它能吸收该预算吗?
指标单个广告组
当前支出$91/月
Search IS15.8%
潜在上限$91 / 0.158 = $577/月
所需预算$1,800/月
结论支出进度将严重不足(低 68%)

When to Use This

何时使用

  • Client asks to pause ad groups and consolidate budget into fewer segments
  • Evaluating if a single geo/segment can absorb increased spend
  • Predicting underspend risk before making changes
  • Sizing addressable demand for a keyword set or geography
  • Answering "can X absorb Y budget?"
  • 客户要求暂停广告组并将预算整合到更少的细分中
  • 评估单个 geo/细分能否吸收增加的支出
  • 在进行更改前预测支出不足风险
  • 估算一组关键词或地理区域可承接的需求规模
  • 回答“X 能否吸收 Y 预算?”

Ad Group Level IS

广告组级 IS

Important: Search Impression Share is available at the ad group level, not just campaign level.
Query pattern:
sql
SELECT
    ad_group.name,
    metrics.impressions,
    metrics.cost_micros,
    metrics.search_impression_share
FROM ad_group
WHERE campaign.name LIKE "%GEO%"
AND segments.date DURING LAST_30_DAYS
重要: Search Impression Share 不仅可在广告系列层级获取,也可在广告组层级获取。
查询模式:
sql
SELECT
    ad_group.name,
    metrics.impressions,
    metrics.cost_micros,
    metrics.search_impression_share
FROM ad_group
WHERE campaign.name LIKE "%GEO%"
AND segments.date DURING LAST_30_DAYS

Nuances & Limitations

细微差异与限制

  • This is a rough estimate, not exact
  • Assumes similar CPCs at higher volume (CPCs may increase with more aggressive bidding)
  • Smart Bidding may adjust behavior when segments change
  • Works best for Search campaigns (PMAX has no IS metrics)
  • The ceiling assumes 100% IS capture, which is rarely achievable in practice
  • 这是一个粗略估算,并非精确结果
  • 假设在更高展示量下 CPC 保持相似(更激进的出价可能导致 CPC 上升)
  • Smart Bidding 可能会在细分发生变化时调整行为
  • 最适合 Search 广告系列(PMAX 没有 IS 指标)
  • 该上限假设能够获得 100% IS,而实际情况中很少能够实现

Probability Assessment

概率评估

Use the gap between potential ceiling and required budget to estimate underpacing risk:
GapProbability of Underpacing
Ceiling < 50% of required>90% (near certain)
Ceiling 50-75% of required70-90% (very likely)
Ceiling 75-100% of required40-70% (likely)
Ceiling > 100% of required<40% (may work)

使用潜在上限与所需预算之间的差距估算支出不足风险:
差距支出不足概率
上限 < 所需预算的 50%>90%(几乎确定)
上限为所需预算的 50-75%70-90%(极有可能)
上限为所需预算的 75-100%40-70%(有可能)
上限 > 所需预算的 100%<40%(可能可行)

When to Load Other Skills

何时加载其他 Skill

SkillWhen
budget-recommendation-calculator
AFTER diagnosis, when the verdict is "budget constraint" — it turns the diagnosis into a conservative, capped recommendation
underspending-investigation
The producing investigation workflow that routes here — this skill is its impression-share analysis step
investigation-methodology
When IS analysis is one layer of a broader performance investigation rather than a standalone underspend question
gaql-query-patterns
When pulling the IS metrics this skill interprets

Skill使用时机
budget-recommendation-calculator
完成诊断且结论为“预算约束”之后——将诊断结果转化为保守且设有上限的建议
underspending-investigation
会路由到此处的上游调查工作流——此 skill 是其中的展示份额分析步骤
investigation-methodology
当 IS 分析只是更广泛表现调查中的一个层级,而非独立的支出不足问题时
gaql-query-patterns
需要拉取此 skill 所解读的 IS 指标时

由 Kurt Henninger 构建。更多免费 skill:github.com/fourteenwm/ppc-ai-skills