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    <loc>https://dsanalytics.co.uk/thoughts/how-to-measure-customer-lifetime-value</loc>
    <changefreq>monthly</changefreq>
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    <lastmod>2024-11-12</lastmod>
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      <image:title>Blog - How to measure customer lifetime value - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/cf78dd8f-5309-48ba-8e4f-8d7bfd36b415/Screenshot+2024-10-25+at+11.25.26.png</image:loc>
      <image:title>Blog - How to measure customer lifetime value - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/4a471734-0817-413c-82b5-454501c70588/Screenshot+2024-10-25+at+11.54.43.png</image:loc>
      <image:title>Blog - How to measure customer lifetime value - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/c7979885-67b2-4d3d-841e-cc7a0369b190/Screenshot+2024-10-25+at+11.30.45.png</image:loc>
      <image:title>Blog - How to measure customer lifetime value - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - How to measure customer lifetime value - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
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  <url>
    <loc>https://dsanalytics.co.uk/thoughts/bayesian-myth-busting</loc>
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    <priority>0.5</priority>
    <lastmod>2024-10-25</lastmod>
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  <url>
    <loc>https://dsanalytics.co.uk/thoughts/3-habits-of-effective-analysts</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-03-13</lastmod>
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    <loc>https://dsanalytics.co.uk/thoughts/is-bayesian-mmm-worth-the-faff</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-10-25</lastmod>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/7a6b445d-0d8c-40a2-bfaa-cba94f1ffce5/Screenshot+2024-02-26+at+11.22.12.png</image:loc>
      <image:title>Blog - Is Bayesian MMM worth the faff? - Make it stand out</image:title>
      <image:caption>Fig 2: Posterior response curves - Outdoor is dragged down, but not to zero, as might be the case with traditional MMM - we’re regularising towards what we believe.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/cdc55895-5b77-4cda-b9a3-265b79f99774/Screenshot+2024-02-26+at+15.53.30.png</image:loc>
      <image:title>Blog - Is Bayesian MMM worth the faff? - Make it stand out</image:title>
      <image:caption>Fig 3: Fried egg! Here we are simulating thousands of optimised budget allocations between the two channels using the posterior distributions. The ‘fried egg’ shows the spend region which most of the simulated scenarios recommend. The black ‘horizon’ line shows the spend levels giving ROI = £1 (using the means of the distributions). We can see the highest (bluest) point is a total budget of around £25m, with a split of 1:3 Outdoor : TV. We can see that the proposed total budget and split between TV and Outdoor is somewhat outside the region of optimality, but well within the region where campaign ROI &gt; £1.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Is Bayesian MMM worth the faff? - Make it stand out</image:title>
      <image:caption>Fig 1: Prior response curves, constructed such that the ‘null’ hypothesis is the current proposed plan</image:caption>
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  <url>
    <loc>https://dsanalytics.co.uk/thoughts/kvxawk46wpa6vpzj3kzo30weh1fmu6</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-02-27</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/6da79af8-b1f2-439f-aab7-9101f62d6abf/Screenshot+2024-02-26+at+11.22.37.png</image:loc>
      <image:title>Blog - How to estimate LTV:CAC using Bayesian models - Make it stand out</image:title>
      <image:caption>Fig. 1: Prior response curves</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/9e1d8678-b8cd-48d5-9574-65acc241fb57/Screenshot+2024-02-26+at+11.28.02.png</image:loc>
      <image:title>Blog - How to estimate LTV:CAC using Bayesian models - Make it stand out</image:title>
      <image:caption>Fig. 3: Survival analysis outputs</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/4fdc465d-f7f4-46f0-bdd9-143d30461aa7/Screenshot+2024-02-26+at+11.29.44.png</image:loc>
      <image:title>Blog - How to estimate LTV:CAC using Bayesian models - Make it stand out</image:title>
      <image:caption>Fig 4: Spend vs. LTV:CAC</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/c49a711f-863b-4faa-8c18-6c788c199903/Screenshot+2024-02-26+at+11.22.12.png</image:loc>
      <image:title>Blog - How to estimate LTV:CAC using Bayesian models - Make it stand out</image:title>
      <image:caption>Fig. 2: Posterior response curves</image:caption>
    </image:image>
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  <url>
    <loc>https://dsanalytics.co.uk/thoughts/bayesian-shifted-beta-geometric-model-for-customer-lifetime-value</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2023-04-12</lastmod>
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      <image:title>Blog - Bayesian Shifted Beta Geometric model for customer retention - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/d916555d-75b5-4f6a-b542-c2f9c3f9f0d9/subscription+mmm.png</image:loc>
      <image:title>Blog - Bayesian Shifted Beta Geometric model for customer retention - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/5ac7f5bb-dc6a-4c85-b3ee-510398033d27/marketing+mix+modelling+agency.png</image:loc>
      <image:title>Blog - Bayesian Shifted Beta Geometric model for customer retention - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/efc7fd86-d884-42f6-878f-859fa2963673/4+survival+analysis.png</image:loc>
      <image:title>Blog - Bayesian Shifted Beta Geometric model for customer retention - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/d044850b-fc66-4c7d-abf7-35d4528e678a/1+marketing+science+customer+lifetime+value.png</image:loc>
      <image:title>Blog - Bayesian Shifted Beta Geometric model for customer retention - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://dsanalytics.co.uk/thoughts/hierarchical-bayesian-subscriber-lifetime-value-modelling</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2023-04-06</lastmod>
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      <image:title>Blog - Subscriber Lifetime Value with Hierarchical Bayesian Survival Analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/d09b1d8f-625c-42e2-89fd-ce28e67398db/data+science+customer+lifetime+value.png</image:loc>
      <image:title>Blog - Subscriber Lifetime Value with Hierarchical Bayesian Survival Analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/fd050730-d086-4e4d-8204-1d8269217bdb/Screenshot+2023-04-04+at+15.13.34.png</image:loc>
      <image:title>Blog - Subscriber Lifetime Value with Hierarchical Bayesian Survival Analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/7d106c6e-ff5d-4b49-8442-9c146ccd786a/customer+retention+modelling.png</image:loc>
      <image:title>Blog - Subscriber Lifetime Value with Hierarchical Bayesian Survival Analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/5ef863f7-1649-4feb-8f65-d54bed430ceb/Screenshot+2023-04-05+at+08.17.28.png</image:loc>
      <image:title>Blog - Subscriber Lifetime Value with Hierarchical Bayesian Survival Analysis - Make it stand out</image:title>
      <image:caption>uk ai company</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/da647646-28a3-426b-ae3c-47d4eda4fb2b/uk+data+science+consultant.png</image:loc>
      <image:title>Blog - Subscriber Lifetime Value with Hierarchical Bayesian Survival Analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://dsanalytics.co.uk/thoughts/unlocking-the-power-of-customer-lifetime-value-5-key-benefits-for-your-business</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2023-04-04</lastmod>
  </url>
  <url>
    <loc>https://dsanalytics.co.uk/thoughts/5-pillars-of-good-marketing-measurement</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2023-03-22</lastmod>
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      <image:title>Blog - 5 pillars of good marketing measurement - Make it stand out</image:title>
      <image:caption>marketing mix modelling</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://dsanalytics.co.uk/thoughts/predicting-subscriber-lifetime-value</loc>
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    <lastmod>2022-10-20</lastmod>
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      <image:title>Blog - Predicting subscriber lifetime value using survival analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/915ccd60-0ba0-4568-8fbb-e6c3832377c8/roi+modelling+uk.png</image:loc>
      <image:title>Blog - Predicting subscriber lifetime value using survival analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/6e675704-30c8-4a64-ade0-53fbedfc61d5/python+data+science+training.png</image:loc>
      <image:title>Blog - Predicting subscriber lifetime value using survival analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/0db7cdb2-9883-431a-b4c1-5b375bb83fc8/econometrics+marketing+mix.png</image:loc>
      <image:title>Blog - Predicting subscriber lifetime value using survival analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/af1b4745-c366-45c5-8882-5825cd70970c/uk+ai+companies.png</image:loc>
      <image:title>Blog - Predicting subscriber lifetime value using survival analysis - Make it stand out</image:title>
      <image:caption>uk ai companies</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Predicting subscriber lifetime value using survival analysis - Make it stand out</image:title>
      <image:caption>black swan data</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - Predicting subscriber lifetime value using survival analysis - Make it stand out</image:title>
      <image:caption>customer lifetime value</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/2044e63b-0077-4f10-aae3-e9cab22d032a/geometric.png</image:loc>
      <image:title>Blog - Predicting subscriber lifetime value using survival analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://dsanalytics.co.uk/thoughts/paloh</loc>
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    <lastmod>2022-04-07</lastmod>
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      <image:title>Blog - New publication looking at the impact of point-of-care genotyping on routine clinical practice - Make it stand out</image:title>
      <image:caption>data science machine learning company</image:caption>
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  </url>
  <url>
    <loc>https://dsanalytics.co.uk/thoughts/lemons</loc>
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    <lastmod>2022-03-21</lastmod>
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      <image:title>Blog - Is data science becoming a market for lemons? - Make it stand out</image:title>
      <image:caption>data science consulting</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://dsanalytics.co.uk/thoughts/blog-post-title-two-cmshx</loc>
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    <lastmod>2022-03-21</lastmod>
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      <image:title>Blog - COVID 19 testing meets Bayes’ theorem - Make it stand out</image:title>
      <image:caption>bayesian data science</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/16bbb7a3-f21b-49b3-b340-a5767f5fb3f0/machine%2Blearning%2Bcompany.png</image:loc>
      <image:title>Blog - COVID 19 testing meets Bayes’ theorem - Make it stand out</image:title>
      <image:caption>bayesian data analysis</image:caption>
    </image:image>
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      <image:title>Blog - COVID 19 testing meets Bayes’ theorem - Make it stand out</image:title>
      <image:caption>uk data consultancy</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/22fa75a4-1f12-44a7-9360-66d617253945/data%2Bscience%2Bconsultancy.png</image:loc>
      <image:title>Blog - COVID 19 testing meets Bayes’ theorem - Make it stand out</image:title>
      <image:caption>machine learning consulting</image:caption>
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    <image:image>
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      <image:title>Blog - COVID 19 testing meets Bayes’ theorem - Make it stand out</image:title>
      <image:caption>machine learning in business</image:caption>
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      <image:title>Blog - COVID 19 testing meets Bayes’ theorem - Make it stand out</image:title>
      <image:caption>ai training</image:caption>
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    <image:image>
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      <image:title>Blog - COVID 19 testing meets Bayes’ theorem - Make it stand out</image:title>
      <image:caption>machine learning support</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/61b1cbe3f69bc13d065f2553/8009410a-291e-4d0d-acee-ff5eb7e84b26/data_science_uk.png</image:loc>
      <image:title>Blog - COVID 19 testing meets Bayes’ theorem - Make it stand out</image:title>
      <image:caption>statistics consulting</image:caption>
    </image:image>
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    <loc>https://dsanalytics.co.uk/contact</loc>
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    <priority>0.75</priority>
    <lastmod>2022-01-07</lastmod>
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