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  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/posts</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/retail-media-needs-system-level-measurement-not-siloed-roas</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/new-data-sources-matter-only-if-they-improve-commercial-decisions</loc><lastmod>2026-07-25</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/marketing-success-is-many-customer-responses-not-one-metric</loc><lastmod>2026-07-22</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/measure-customer-response-not-channel-performance</loc><lastmod>2026-07-21</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/unused-loyalty-rewards-can-signal-fading-engagement</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/marketing-analytics-should-predict-across-the-whole-system</loc><lastmod>2026-07-13</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/marketing-measurement-shouldnt-rest-on-a-single-metric</loc><lastmod>2026-07-10</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/evaluate-new-channels-by-their-effect-on-the-whole-system</loc><lastmod>2026-07-08</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/no-single-channel-answers-the-k-shaped-advertising-economy</loc><lastmod>2026-07-06</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/averaged-marketing-metrics-hide-diverging-customer-behavior</loc><lastmod>2026-07-06</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/understand-the-whole-commercial-system-not-just-marketing</loc><lastmod>2026-07-02</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/bad-predictions-usually-come-from-bad-data-systems-not-models</loc><lastmod>2026-06-29</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/marketing-should-be-measured-as-a-system-not-by-channel</loc><lastmod>2026-06-26</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/retail-media-data-reveals-the-whole-marketing-growth-system</loc><lastmod>2026-06-24</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/retail-media-needs-system-level-measurement-not-channel-metrics</loc><lastmod>2026-06-19</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/use-world-cup-search-data-to-adapt-engagement-continuously</loc><lastmod>2026-06-16</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-transformation-is-about-the-system-not-the-tool</loc><lastmod>2026-06-14</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/impressions-and-attention-both-need-incrementality-as-the-test</loc><lastmod>2026-06-12</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/traditional-metrics-miss-how-ai-is-reshaping-purchase-paths</loc><lastmod>2026-06-10</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-advertising-reveals-demand-as-an-interconnected-system</loc><lastmod>2026-06-08</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/conversions-not-views-drive-growth-from-video-advertising</loc><lastmod>2026-06-05</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/delaying-agency-payments-costs-brands-agility-and-trust</loc><lastmod>2026-06-04</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/relying-on-google-ads-alone-obscures-true-marketing-roi</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-native-advertising-helps-reach-the-growing-us-soccer-audience</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/marketers-should-adopt-ai-model-exchanges-for-predictive-work</loc><lastmod>2026-05-27</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-automation-frees-marketing-teams-for-creative-strategy</loc><lastmod>2026-05-26</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/static-measurement-models-miss-how-ai-reshapes-buyer-journeys</loc><lastmod>2026-05-23</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/test-ai-advertising-tools-before-trusting-them-with-campaigns</loc><lastmod>2026-05-22</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/click-based-attribution-no-longer-fits-how-people-buy</loc><lastmod>2026-05-21</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/click-based-attribution-is-defunding-top-of-funnel-marketing</loc><lastmod>2026-05-20</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/more-data-does-not-produce-better-decisions-on-its-own</loc><lastmod>2026-05-18</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-ad-tools-need-human-strategy-to-deliver</loc><lastmod>2026-05-15</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/programmatic-tv-needs-granular-measurement-not-aggregate-mmm</loc><lastmod>2026-05-14</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/granular-media-data-beats-aggregate-mmm-for-ctv-precision-targeting</loc><lastmod>2026-05-11</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/aggregate-mmm-models-will-miss-the-shift-to-b2b-ctv</loc><lastmod>2026-05-11</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/data-needs-a-narrative-to-turn-insights-into-impact</loc><lastmod>2026-05-02</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/use-ai-to-enhance-creativity-not-replace-it</loc><lastmod>2026-05-01</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/marketing-must-link-spend-to-business-outcomes-not-clicks</loc><lastmod>2026-04-29</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/insight-only-matters-when-it-turns-into-action</loc><lastmod>2026-04-27</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-should-generate-options-while-humans-weigh-them</loc><lastmod>2026-04-27</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-speeds-up-marketing-analytics-but-human-insight-must-stay</loc><lastmod>2026-04-25</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/creative-level-data-beats-channel-aggregates-on-tiktok</loc><lastmod>2026-04-23</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/marketing-data-is-an-investment-not-an-expense</loc><lastmod>2026-04-20</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/use-ai-for-efficiency-but-anchor-decisions-in-human-insight</loc><lastmod>2026-04-18</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/use-ai-to-enhance-human-marketing-strategy-not-replace-it</loc><lastmod>2026-04-18</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-can-inform-marketing-strategy-but-not-replace-human-judgment</loc><lastmod>2026-04-16</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/meta-overtaking-google-signals-a-real-shift-in-ad-strategy</loc><lastmod>2026-04-15</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/more-marketing-data-does-not-mean-better-decisions</loc><lastmod>2026-04-14</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/ai-ad-budgets-risk-becoming-a-tech-trap-without-strategy</loc><lastmod>2026-04-14</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/pair-ai-advances-with-marketing-fundamentals-not-hype</loc><lastmod>2026-04-11</lastmod></url>
  <url><loc>https://theexpertindex.ai/experts/marketing-measurement/todd-kirk/marketers-who-skip-the-tiktok-hubspot-integration-risk-falling-behind</loc><lastmod>2026-04-10</lastmod></url>
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