Hiring Trend Watchpoints
High-performing operators in this theme are currently prioritizing roles that enable advanced AI integration, robust data science, and privacy-centric identity solutions. We should expect to see increased hiring for **AI/ML Engineers, Data Scientists, Prompt Engineers, Privacy Engineers, Identity Resolution Specialists, and CTV Ad Operations/Programmatic Experts**. Companies like Zeta are actively expanding their **quota-carrying salesforce** (Zeta's quota-carrying headcount up 11% YoY) to capitalize on AI-driven platform adoption and market share gains. Conversely, large agency holding companies (WPP, Omnicom) are undergoing significant **restructuring and cost-cutting**, leading to **reductions in traditional creative and media planning roles** (WPP's staff costs down, Omnicom's severance costs) and a shift towards **AI-enabled marketing transformation consultants** and roles focused on **enterprise solutions** (WPP Enterprise Solutions). The investment in frontier creative technology (WPP's HEX) also suggests demand for specialized creative technologists.
* **Confirming theme execution:** Sustained growth in job postings for AI/ML, data science, privacy, and programmatic roles across the theme's constituents; positive commentary on AI-driven productivity leading to *reinvestment* in growth-oriented roles (e.g., product development, client success for AI platforms); successful internal upskilling/reskilling programs within agencies to adapt to new tech stacks.
* **Warning of deterioration:** Widespread, prolonged hiring freezes or significant, across-the-board workforce reductions without clear strategic re-allocation; a noticeable decline in demand for AI/data-centric roles; increased outsourcing of core ad-tech functions; public statements from management indicating difficulty in attracting or retaining specialized tech talent.
Forum Watchlist
Reddit — r/adopshigh
Operational challenges, platform integrations, programmatic trends, career insights
Reddit — r/marketingmedium
Broader marketing strategies, AI applications, client-side perspectives
Reddit — r/programmatichigh
Programmatic buying/selling trends, SSP/DSP performance, industry news
Reddit — r/adtechhigh
Ad-tech innovations, identity solutions, privacy debates, company-specific discussions
LinkedIn Group — Ad Tech Professionalshigh
Industry discussions, hiring trends, partnership announcements, expert opinions
LinkedIn Group — Identity Resolution & Data Collaborationhigh
New identity solutions, privacy frameworks, clean room adoption, regulatory impacts
LinkedIn Group — CTV Advertising Professionalshigh
CTV monetization, measurement challenges, platform shifts, content trends
Industry Publications
- AdExchanger (adexchanger.com) — Provides in-depth news, analysis, and research on programmatic advertising, data-driven marketing, and ad-tech companies, with strong coverage of identity solutions and measurement.
- Adweek (adweek.com) — Covers the broader advertising and marketing industry, including significant developments in ad-tech, agency strategies, and major brand campaigns, often highlighting data and AI trends.
- The Drum (thedrum.com) — Offers global coverage of marketing and media, with a focus on digital transformation, AI in advertising, and the evolving role of agencies and ad-tech platforms.
- Marketing Dive (marketingdive.com) — Delivers daily news and analysis on marketing trends, including deep dives into ad-tech innovations, privacy regulations, and shifts in consumer data usage.
- MediaPost (mediapost.com) — Features extensive coverage across all media channels, with dedicated sections for programmatic, CTV, data & identity, and measurement, providing detailed industry insights.
Second Order Trends
Several second-order trends are emerging within the 'Ad-Tech, Measurement & Identity Graphs' theme, indicating its evolving landscape:
1. **Agentic AI and Autonomous Marketing:** Beyond basic AI tools, companies like Zeta are explicitly moving towards an 'intelligent AI infrastructure platform' with 'Athena AI' enabling significantly higher user interaction and automated code generation. Omnicom is focused on 'agentic marketing transformation' via its Omni platform's 'agentic layer'. This suggests a shift towards more autonomous, AI-driven campaign management, optimization, and decision-making, potentially redefining marketing workflows.
2. **The Primacy of First-Party Data and Data Collaboration:** With the ongoing deprecation of third-party cookies, the value of proprietary first-party data (Zeta's 'owned not rented' data cloud, Publicis's Epsilon) and secure data collaboration solutions (WPP's InfoSum, Publicis's pending LiveRamp acquisition, TTD's UID2) is paramount. This trend emphasizes privacy-preserving methods for audience targeting and measurement, driving demand for clean room technologies and identity resolution platforms.
3. **Retail Media as a Strategic Imperative:** Retail media is rapidly expanding, becoming a 'second growth engine' for platforms like The Trade Desk and a key focus for Criteo and Ibotta. This signifies a broader shift in ad spend towards commerce-driven environments where purchase intent data is rich and measurable, creating new opportunities for ad-tech providers to integrate with retailer data and offer performance-based solutions.
4. **Platform Consolidation and Integration:** The industry is witnessing a drive towards more integrated, full-stack solutions. Omnicom's acquisition of Interpublic and its focus on an 'integrated operating company', Publicis's strategic acquisitions (Epsilon, Lotame, LiveRamp), and WPP's 'Elevate28' strategy to simplify into four integrated units, all highlight a move away from fragmented service offerings towards comprehensive, data-driven platforms that simplify client engagement and maximize efficiency.
5. **Performance-Driven Advertising Across Channels:** There's an intensified focus on measurable outcomes and ROI. Roku's AI-powered Ads Manager targeting SMBs and performance advertisers, AppLovin's strength in mobile performance, and Taboola's positioning around 'performance and AI-driven outcomes' underscore this. Advertisers are demanding greater accountability, pushing ad-tech platforms to deliver demonstrable business results, especially in fragmented environments like CTV.
6. **Bifurcation of Industry Performance:** While some players (WPP) speak of a 'golden age of marketing' with robust global ad spend, others (Omnicom) describe the new business environment as 'brutal' with intense competition and pricing pressures. This suggests a growing divide where companies with strong AI, data, and integrated platform capabilities are gaining market share and thriving, while those slower to adapt face significant headwinds and margin compression.
Search Keywords Brand Product
- UID2
- Kokai platform
- AXON platform
- Epsilon PeopleCloud
- Athena AI
- Zeta SuperGraph
- Omni platform
- RampID
- WPP Open
- Ads Manager Roku
- The Roku Channel
- Acxiom Real ID
- Flywheel Commerce Cloud
- Household ID Viant
Search Keywords Policy Regulatory
- data privacy laws
- AI content regulation
- political advertising regulations
- cookie deprecation
- CCPA
- GDPR
- privacy sandbox
Search Keywords Event Phrases
- Cannes Lions Festival
- Google Marketing Live
- IAB Annual Leadership Meeting
- Ad Age Brand Summit
- Programmatic IO
Google Trend Product Category Intent
• programmatic advertising
• CTV advertising
• identity resolution
• ad measurement
• retail media
• clean rooms
• AI marketing platform
• ad verification
• supply path optimization
Google Trend Consumer Intent
• streaming ads
• privacy settings ads
• personalized ads
• how ads work online
• data privacy online
Google Trend Macro Policy Terms
• digital advertising regulation
• data protection laws
• AI ethics advertising
Economic Data Watch
1. U.S. Census Bureau — Advance Monthly Retail Trade Survey
Not in registryaccess=api
Metric/field Total Retail and Food Services Sales, Seasonally Adjusted (Millions of Dollars)
Cadence monthly
Why it matters Retail sales directly impact commerce media and overall advertising spend, as consumer purchasing power and activity drive advertiser budgets. Strong retail sales signal a healthy environment for performance marketing and retail media networks.
Signal to watch Sustained month-over-month growth or acceleration in year-over-year growth indicates a positive environment for ad-tech and data owners.
Confidence: high
2. U.S. Bureau of Economic Analysis (BEA) — Gross Domestic Product (GDP)
Not in registryaccess=api
Metric/field Real Gross Domestic Product, Percent Change From Preceding Period, Seasonally Adjusted Annual Rate
Cadence quarterly
Why it matters GDP growth is a broad indicator of economic health. A growing economy generally translates to increased corporate profits and higher advertising budgets, benefiting ad-tech platforms and data providers.
Signal to watch Consistent or accelerating quarter-over-quarter GDP growth suggests a favorable macroeconomic backdrop for the theme.
Confidence: high
3. The Conference Board / University of Michigan — Consumer Confidence Index / Michigan Consumer Sentiment Index
Not in registry
Metric/field Index Value
Cadence monthly
Why it matters Consumer confidence reflects the public's optimism about the economy and their spending intentions. High confidence typically leads to increased consumer spending, which in turn encourages advertisers to invest more in reaching those consumers.
Signal to watch An upward trend or sustained high levels in consumer confidence indices indicates a positive outlook for consumer-facing advertising and related data solutions.
Confidence: high
4. U.S. Bureau of Labor Statistics (BLS) — Employment Situation
Matched (medium)lab_headcount · access=api
Metric/field Unemployment Rate, Seasonally Adjusted
Cadence monthly
Why it matters A low unemployment rate signifies a strong labor market, which generally supports higher consumer spending and overall economic stability. This directly impacts the discretionary income available for consumers and the confidence of businesses to invest in marketing.
Signal to watch A stable or declining unemployment rate suggests a robust economy, supportive of advertising spend and the ad-tech sector.
Confidence: high
5. U.S. Bureau of Economic Analysis (BEA) — Personal Consumption Expenditures (PCE) Price Index
Not in registryaccess=api
Metric/field Core (Excluding Food and Energy) PCE Price Index, Percent Change From Year Ago
Cadence monthly
Why it matters Core PCE inflation is the Federal Reserve's preferred measure of inflation. High or rising inflation can erode consumer purchasing power and increase business costs, potentially leading to tighter advertising budgets.
Signal to watch A stable or declining year-over-year core PCE inflation rate, moving towards the Fed's target, indicates a more predictable economic environment for ad spending and business planning.
Confidence: high
Free Alt Data Watch
1. Google Trends — Search Interest
Not in registry
Metric/field Search interest for 'CTV advertising', 'retail media platforms', 'identity resolution solutions' (Index Value)
Cadence daily
Why it matters Rising search interest for these key ad-tech and data-related terms indicates increasing industry focus, advertiser intent, and potential market growth, directly aligning with the theme's core drivers like CTV, retail media, and identity graphs.
Signal to watch Sustained increases in search interest for these terms suggest growing adoption and investment in these areas, signaling a bullish trend for theme members.
Confidence: high
2. AdExchanger / AdAge — Industry News and Analysis
Matched (medium)context_analytics_news_sentiment · access=file · map_only
Metric/field Headline Analysis (Qualitative Sentiment and Trend Identification)
Cadence irregular
Why it matters Leading industry publications provide real-time insights into M&A activity, new partnerships, regulatory changes (e.g., privacy), technological advancements (e.g., AI in marketing), and competitive dynamics that directly impact theme members.
Signal to watch Positive sentiment, reports of increased ad spend, new tech adoption, and strategic partnerships indicate a healthy and evolving ad-tech ecosystem.
Confidence: high
3. LinkedIn — Job Postings
Matched (medium)engine_advertising_brand_tracking · access=file · map_only
Metric/field Job postings for 'Ad Tech Data Scientist', 'Identity Graph Engineer', 'CTV Ad Sales' (Count)
Cadence irregular
Why it matters Hiring trends for specialized roles in ad-tech, data science, and CTV indicate where companies are investing resources and where demand for specific skills is growing. This reflects underlying business expansion and strategic priorities of theme members and the broader industry.
Signal to watch An increase in job postings for these roles suggests expansion and investment in core capabilities relevant to the 'Data Owners' theme.
Confidence: medium
4. Company Investor Relations (e.g., TTD, ZETA, PUB.PA, ROKU) — Press Releases and Investor Presentations
Not in registry
Metric/field New Partnership Announcements, Product Launches, Major Client Wins (Count/Qualitative Impact)
Cadence event_driven
Why it matters These announcements provide direct evidence of theme members' growth strategies, market traction, and competitive positioning, especially concerning AI integrations, identity solutions, and CTV expansion.
Signal to watch Frequent and impactful announcements of new partnerships, product innovations, and significant client acquisitions signal strong operational execution and market share gains.
Confidence: high
5. Reddit (e.g., r/adops, r/marketing) / Twitter (AdTech hashtags) — Community Discussions and Sentiment
Not in registry
Metric/field Sentiment Analysis of 'Privacy Sandbox', 'cookieless advertising', 'AI in adtech' discussions (Qualitative Sentiment)
Cadence daily
Why it matters Online communities and social media reflect real-time industry sentiment, emerging challenges, and discussions around critical topics like privacy regulations, the deprecation of third-party cookies, and the practical applications of AI in advertising. This provides a pulse on industry concerns and innovation.
Signal to watch Positive or constructive discussions around new privacy solutions and successful AI implementations indicate industry adaptation and innovation, while widespread negative sentiment could signal headwinds.
Confidence: medium
Paid Alt Data Watch
1. SimilarWeb — Digital Advertising Insights
Matched (medium)similarweb_app_mobile_digital_behavior · access=file · map_only
Metric/field Estimated Digital Ad Spend, by Advertiser Category (USD)
Cadence irregular
Why it matters Tracking digital ad spend by category provides insights into which industries are increasing or decreasing their marketing investments, directly impacting the revenue streams of ad-tech platforms and data owners.
Signal to watch Growth in ad spend across key advertiser categories (e.g., retail, CPG, gaming) indicates strong demand for ad-tech services and data solutions.
Confidence: high
2. Sensor Tower — App Advertising Insights
Matched (medium)sensor_tower_mobile_advertising_intelligence · access=file · map_only
Metric/field Top Mobile App Ad Spend, by Publisher (USD)
Cadence irregular
Why it matters For mobile-centric theme members like AppLovin (APP), monitoring mobile app ad spend by publishers provides a direct measure of demand for mobile performance advertising and user acquisition.
Signal to watch Increased ad spend by top mobile app publishers suggests robust activity in the mobile advertising ecosystem, benefiting companies like APP.
Confidence: high
3. Pathmatics (by Sensor Tower) — Digital Ad Intelligence
Matchedpathmatics_advertising_spend · access=file · map_only
Metric/field Estimated Programmatic Ad Spend, by Platform (USD)
Cadence irregular
Why it matters Programmatic ad spend is central to the business models of TTD, MGNI, DSP, and NEXN. Tracking spend by platform offers insights into market share shifts and overall growth in programmatic advertising, including CTV.
Signal to watch Consistent growth in programmatic ad spend, particularly on open internet platforms and CTV, indicates a strong environment for independent ad-tech players.
Confidence: high
4. S&P Global Market Intelligence / Dealogic — M&A Transaction Data
Matched (medium)s_p_global_trade_supply_chain_data · access=file · map_only
Metric/field Ad-Tech Sector M&A Deal Value (USD) and Volume (Count)
Cadence irregular
Why it matters M&A activity in the ad-tech sector reflects consolidation trends, strategic shifts, and the valuation of data assets and identity solutions. The acquisition of LiveRamp by Publicis (PUB.PA) is a prime example of this trend.
Signal to watch An increase in M&A deal value and volume, especially involving data and identity-focused companies, signals strategic importance and potential for re-rating within the theme.
Confidence: medium
5. AppsFlyer — Mobile Attribution & Analytics
Not in registry
Metric/field Mobile App Return on Ad Spend (ROAS), by Media Source (Percentage)
Cadence daily/weekly
Why it matters ROAS is a critical metric for performance advertisers and directly impacts the budgets allocated to ad networks and platforms. Tracking ROAS by media source provides insights into the effectiveness of different ad-tech solutions and the value they deliver to advertisers.
Signal to watch Sustained or improving ROAS across various media sources indicates that ad-tech platforms are effectively driving measurable outcomes for advertisers, supporting continued investment.
Confidence: high
