{"id":632711,"date":"2024-08-29T15:00:00","date_gmt":"2024-08-29T12:00:00","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/"},"modified":"2024-08-29T15:00:00","modified_gmt":"2024-08-29T12:00:00","slug":"6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/","title":{"rendered":"#6 steps to AI-driven budgeting and forecasting for digital marketing"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a28c0ee38357\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a28c0ee38357\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Drive_revenue_growth_and_optimize_your_marketing_spend_using_data-centric_strategies_and_advanced_AI_models\" >Drive revenue growth and optimize your marketing spend using data-centric strategies and advanced AI models.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Step_1_Define_business_goals_objectives_and_KPIs\" >Step 1: Define business goals, objectives and KPIs<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Clearly_articulate_business_objectives\" >Clearly articulate business objectives<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Identify_specific_KPIs\" >Identify specific KPIs<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Step_2_Trends_customer_journey_and_channels\" >Step 2: Trends, customer journey and channels<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Channel_distribution_analysis\" >Channel distribution analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Market_and_trends_analysis\" >Market and trends analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Search_trends_and_customer_journey\" >Search trends and customer journey\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Step_3_Data_and_infrastructure\" >Step 3: Data and infrastructure\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Evaluate_the_existing_technology_stack\" >Evaluate the existing technology stack<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Centralize_data\" >Centralize data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Data_cleaning_and_pre-processing\" >Data cleaning and pre-processing<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Step_4_Forecasting\" >Step 4: Forecasting<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#ARIMA_Auto_Regressive_Integrated_Moving_Average\" >ARIMA (Auto Regressive Integrated Moving Average)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Prophet\" >Prophet<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Chronos_language-based_model\" >Chronos (language-based model)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Step_5_Budgeting\" >Step 5: Budgeting<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Determining_the_optimum_channel_allocation\" >Determining the optimum channel allocation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Regular_monitoring_and_optimization\" >Regular monitoring and optimization<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Step_6_Use_cases\" >Step 6: Use cases<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Solution_steps\" >Solution steps<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#Strategies_and_solutions_to_maximize_the_full-funnel_digital_experience\" >Strategies and solutions to maximize the full-funnel digital experience\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/buradabiliyorum.com\/en\/6-steps-to-ai-driven-budgeting-and-forecasting-for-digital-marketing\/#AI_in_digital_marketing_Smarter_budgeting_and_forecasting\" >AI in digital marketing: Smarter budgeting and forecasting<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"Drive_revenue_growth_and_optimize_your_marketing_spend_using_data-centric_strategies_and_advanced_AI_models\"><\/span>Drive revenue growth and optimize your marketing spend using data-centric strategies and advanced AI models. <span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\nAI is transforming how businesses <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>roach their digital marketing budgeting and forecasting processes. <\/p>\n<p>Companies can develop robust forecasting and budgeting models that focus on data-driven decisions. <\/p>\n<p>This approach enables customized strategies that align with specific business goals and can be adjusted based on organizational needs and channels.<\/p>\n<p>AI is a key driver for transformation.<\/p>\n<ul>\n<li>Up to 86% of organizations implementing generative AI report seeing revenue growth of 6% or more in their total annual company revenue, per a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/inthecloud.withgoogle.com\/roi-of-generative-ai\/dl-cd.html\">Google Cloud report<\/a>.\u00a0<\/li>\n<\/ul>\n<p>This article covers how to leverage AI with the right data to come up with forecasting and budgeting prioritization, specifically for digital marketing efforts. <\/p>\n<p>Below are the six steps to craft a model that aligns with your unique business needs.\u00a0<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"2048\" height=\"431\" alt=\"budgeting and forecasting process\" class=\"wp-image-446097\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-600x126.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-800x168.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-200x42.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-768x161.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-1536x323.jpg 1536w\" data-lazy-sizes=\"(max-width: 2048px) 100vw, 2048px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-scaled.jpg.webp\"><img fetchpriority=\"high\" decoding=\"async\" width=\"2048\" height=\"431\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-scaled.jpg.webp\" alt=\"budgeting and forecasting process\" class=\"wp-image-446097\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-600x126.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-800x168.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-200x42.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-768x161.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-1536x323.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\"><\/figure>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-step-1-define-business-goals-objectives-and-kpis\"><span class=\"ez-toc-section\" id=\"Step_1_Define_business_goals_objectives_and_KPIs\"><\/span>Step 1: Define business goals, objectives and KPIs<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>This step is divided into two parts: setting goals and identifying key performance indicators (KPIs).<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-clearly-articulate-business-objectives\"><span class=\"ez-toc-section\" id=\"Clearly_articulate_business_objectives\"><\/span>Clearly articulate business objectives<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Specify the overall business objectives, such as increasing revenue, enhancing brand awareness, generating leads or boosting engagement rates.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-identify-specific-kpis\"><span class=\"ez-toc-section\" id=\"Identify_specific_KPIs\"><\/span>Identify specific KPIs<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Determine the relevant KPIs for each targeted channel, such as views, conversion rates or cost per acquisition (CPA).<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1152\" alt=\"Goals-kpis-strategies-alignment\" class=\"wp-image-446099\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-1536x864.jpg 1536w\" data-lazy-sizes=\"(max-width: 2048px) 100vw, 2048px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-scaled.jpg.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1152\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-scaled.jpg.webp\" alt=\"Goals-kpis-strategies-alignment\" class=\"wp-image-446099\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><figcaption class=\"wp-element-caption\"><em>Goals, KPIs, strategies alignment<\/em><\/figcaption><\/figure>\n<\/div>\n<p>After aligning on goals and KPIs, analyze historical trends to identify channels and strategies that can contribute toward achieving the goals.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-step-2-trends-customer-journey-and-channels\"><span class=\"ez-toc-section\" id=\"Step_2_Trends_customer_journey_and_channels\"><\/span>Step 2: Trends, customer journey and channels<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-channel-distribution-analysis\"><span class=\"ez-toc-section\" id=\"Channel_distribution_analysis\"><\/span>Channel distribution analysis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>Gather historical data<\/strong>: Collect data on marketing spend, revenue and key performance indicators for each channel.<\/li>\n<li><strong>Identify performance levels<\/strong>: Analyze the data to determine which channels are high-performing and which are low-performing.<\/li>\n<li><strong>Calculate ROI<\/strong>: Know the return on investment (ROI) and other relevant metrics for each channel.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-market-and-trends-analysis\"><span class=\"ez-toc-section\" id=\"Market_and_trends_analysis\"><\/span>Market and trends analysis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>Identify industry and market trends<\/strong>: Examine industry trends, including market demand and supply patterns for the upcoming year and the previous year.<\/li>\n<li><strong>Assess consumer behavior and emerging technologies<\/strong>: Identify shifts in consumer behavior and emerging technologies, such as AI, virtual agents and the shift to mobile platforms.<\/li>\n<li><strong>Analyze competitor activity<\/strong>: Evaluate competitor performance across different channels.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-search-trends-and-customer-journey-nbsp\"><span class=\"ez-toc-section\" id=\"Search_trends_and_customer_journey\"><\/span>Search trends and customer journey\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>Analyze customer discovery channels<\/strong>: Determine how your customers are finding your business. While new marketing strategies may seem promising, ensure these channels align with your customer\u2019s journey.\u00a0<\/li>\n<li><strong>Use <\/strong><strong>Google Search Console<\/strong><strong> and <\/strong><strong>Google Analytics<\/strong>: Leverage tools like search console and analytics to understand customer search trends and compare them with industry-wide search changes.<\/li>\n<li><strong>Evaluate content formats<\/strong>: Assess whether your business is gaining traction through videos, AI-generated overviews or images and compare these results with industry and competitor benchmarks.<\/li>\n<\/ul>\n<p><!-- START INLINE FORM --><\/p>\n<p><!-- END INLINE FORM --><\/p>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\">\n<h2 class=\"wp-block-heading\" id=\"h-step-3-data-and-infrastructure-nbsp\"><span class=\"ez-toc-section\" id=\"Step_3_Data_and_infrastructure\"><\/span>Step 3: Data and infrastructure\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-evaluate-the-existing-technology-stack\"><span class=\"ez-toc-section\" id=\"Evaluate_the_existing_technology_stack\"><\/span>Evaluate the existing technology stack<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>Assess the <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" data-internallinksmanager029f6b8e52c=\"4\" title=\"Technology\" target=\"_blank\" rel=\"noopener\">technology<\/a> infrastructure for its ability to centralize data, maintain data quality and ensure data security.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-centralize-data\"><span class=\"ez-toc-section\" id=\"Centralize_data\"><\/span>Centralize data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>Consolidate all data from various channels and touchpoints into a single location, such as a data lake. Test if data can be used to run analysis and reporting.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-data-cleaning-and-pre-processing\"><span class=\"ez-toc-section\" id=\"Data_cleaning_and_pre-processing\"><\/span>Data cleaning and pre-processing<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>With all the data collected, the next step is to prepare it for forecasting and budgeting models.<\/li>\n<li>Begin by cleaning and organizing the data, focusing on the most relevant data points aligned with business goals and KPIs.<\/li>\n<li>Ensure data accuracy and consistency by removing outliers and addressing any inconsistencies.<\/li>\n<li>Conduct exploratory data analysis to identify patterns and correlations.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-step-4-forecasting\"><span class=\"ez-toc-section\" id=\"Step_4_Forecasting\"><\/span>Step 4: Forecasting<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Forecasting is key to budgeting because it helps manage risks, seize opportunities, optimize resources and make smart investment decisions.\u00a0<\/p>\n<p>The following machine learning and language-based models can be used to generate these forecasts:<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-arima-auto-regressive-integrated-moving-average\"><span class=\"ez-toc-section\" id=\"ARIMA_Auto_Regressive_Integrated_Moving_Average\"><\/span>ARIMA (Auto Regressive Integrated Moving Average)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>Combines autoregression and moving average.<\/li>\n<li>Flexible for various time <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/watch-movies-tv-seriess\/\" data-internallinksmanager029f6b8e52c=\"8\" title=\"Watch Movies &amp; TV Series\" target=\"_blank\" rel=\"noopener\">series<\/a> patterns.<\/li>\n<li>SARIMA, or seasonal ARIMA, accounts for seasonal fluctuations.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-prophet\"><span class=\"ez-toc-section\" id=\"Prophet\"><\/span>Prophet<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>Developed by <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">Facebook<\/a>.<\/li>\n<li>Decomposes time series data into trend, seasonality and holiday effects.<\/li>\n<li>Works best with time series with strong seasonal effects and multiple seasons of historical data.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-chronos-language-based-model\"><span class=\"ez-toc-section\" id=\"Chronos_language-based_model\"><\/span>Chronos (language-based model)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>Developed by Amazon.<\/li>\n<li>A family of pretrained time series forecasting models based on language model architectures.<\/li>\n<li>A time series is transformed into a sequence of tokens via scaling and quantization and a language model is trained on these tokens using the cross-entropy loss.<\/li>\n<li>Once trained, probabilistic forecasts are obtained by sampling multiple future trajectories given the historical context.<\/li>\n<\/ul>\n<p>Consider using Claude 3.5 Sonnet by Anthropic to easily generate Python code for implementing the forecasting models.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-step-5-budgeting\"><span class=\"ez-toc-section\" id=\"Step_5_Budgeting\"><\/span>Step 5: Budgeting<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-determining-the-optimum-channel-allocation\"><span class=\"ez-toc-section\" id=\"Determining_the_optimum_channel_allocation\"><\/span>Determining the optimum channel allocation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>Determine the most suitable budget allocation method based on business objectives, such as percentage of revenue or a fixed amount per channel.<\/li>\n<li>Consider factors like channel maturity, potential ROI and customer and market trends.<\/li>\n<li>Use statistical techniques such as Linear Regression to generate a market mix model that optimizes the budget allocation across channels to meet your business goal.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-regular-monitoring-and-optimization\"><span class=\"ez-toc-section\" id=\"Regular_monitoring_and_optimization\"><\/span>Regular monitoring and optimization<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>Continuously track channel performance against budget and KPIs.<\/li>\n<li>Identify underperforming channels and reallocate budget accordingly.<\/li>\n<li>Optimize campaigns based on real-time data and insights.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-step-6-use-cases\"><span class=\"ez-toc-section\" id=\"Step_6_Use_cases\"><\/span>Step 6: Use cases<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Finally, create specific use cases for each step of your marketing plan. For example:<\/p>\n<ul>\n<li>\u201cAs the chief marketing officer of an upscale hotel, I want to increase online revenue by 20% year over year. To help achieve this goal, recommend the best budget allocation across digital channels.\u201d<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-solution-steps\"><span class=\"ez-toc-section\" id=\"Solution_steps\"><\/span>Solution steps<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>Define business goals and KPIs<\/strong><\/p>\n<ul>\n<li>Goal \u2013 Increase revenue by 20% overall\u00a0<\/li>\n<li>KPIs \u2013 Revenue<\/li>\n<\/ul>\n<p><strong>Channel distribution, ROI, revenue and conversions\u00a0<\/strong><\/p>\n<ul>\n<li>Gather historical revenue and conversion data from Google Analytics across all channels.\u00a0<\/li>\n<li>Collect spend data for all channels.<\/li>\n<li>Calculate ROI for each channel.\u00a0<\/li>\n<\/ul>\n<p><strong>Data and infrastructure<\/strong><\/p>\n<ul>\n<li>All data should be available in a centralized storage such as a data lake.<\/li>\n<li>It is easier to access clean and centralized data for training the model.<\/li>\n<li>Install required python libraries such as pandas, numpy or scipy.<\/li>\n<li>Perform exploratory data analysis to identify trends and seasonal patterns by running python libraries and statistical analysis\u00a0\u00a0<\/li>\n<\/ul>\n<p><strong>Forecasting and budgeting<\/strong><\/p>\n<ul>\n<li>Use forecasting models such as SARIMA to forecast the revenue from each channel based on the spend. The model will account for seasonality trends in the data<\/li>\n<li>Use statistical optimization techniques to find the best budget allocation across channels.<\/li>\n<\/ul>\n<p><strong>Working model output\u00a0<\/strong><\/p>\n<p>Current average spend across the top channels:<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1152\" alt=\"current-spend\" class=\"wp-image-446100\" style=\"width:450px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-1536x864.jpg 1536w\" data-lazy-sizes=\"(max-width: 2048px) 100vw, 2048px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-scaled.jpg.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1152\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-scaled.jpg.webp\" alt=\"current-spend\" class=\"wp-image-446100\" style=\"width:450px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/figure>\n<\/div>\n<p>After executing all the steps given above, here\u2019s the recommended allocation by the budgeting model:<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1152\" alt=\"budgeting-model\" class=\"wp-image-446101\" style=\"width:448px;height:auto\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-1536x864.jpg 1536w\" data-lazy-sizes=\"(max-width: 2048px) 100vw, 2048px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-scaled.jpg.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1152\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-scaled.jpg.webp\" alt=\"budgeting-model\" class=\"wp-image-446101\" style=\"width:448px;height:auto\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/figure>\n<\/div>\n<p><strong>Individual channel allocation<\/strong><\/p>\n<p>Once you have the budget allocation for each channel, the next step is to break it down further and identify specific sources or platforms within each channel.\u00a0<\/p>\n<p>For example:<\/p>\n<ul>\n<li>Within the organic search channel, you might consider sources like Google Business.\u00a0<\/li>\n<li>For paid search, platforms like Google Ads and Facebook.\u00a0<\/li>\n<\/ul>\n<p>This helps determine the precise budget needed for each source.<\/p>\n<p>For our use case, focus on the organic search channel. Run the budgeting model for all sources within this channel to determine each source\u2019s allocation.<\/p>\n<p>After executing all the steps, here\u2019s the recommended budget allocation for organic search sources:<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1152\" alt=\"organic-recommended-budgets\" class=\"wp-image-446102\" style=\"width:450px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-1536x864.jpg 1536w\" data-lazy-sizes=\"(max-width: 2048px) 100vw, 2048px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-scaled.jpg.webp\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1152\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-scaled.jpg.webp\" alt=\"organic-recommended-budgets\" class=\"wp-image-446102\" style=\"width:450px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-1536x864.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\"><\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-strategies-and-solutions-to-maximize-the-full-funnel-digital-experience-nbsp\"><span class=\"ez-toc-section\" id=\"Strategies_and_solutions_to_maximize_the_full-funnel_digital_experience\"><\/span>Strategies and solutions to maximize the full-funnel digital experience\u00a0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Now based on the recommended allocation, deploy the strategies to optimize GBP Listings and Google Search.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-ai-in-digital-marketing-smarter-budgeting-and-forecasting\"><span class=\"ez-toc-section\" id=\"AI_in_digital_marketing_Smarter_budgeting_and_forecasting\"><\/span>AI in digital marketing: Smarter budgeting and forecasting<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>In the AI era, budgeting and forecasting can be done in real time if data from various customer touchpoints and channels is centralized and readily available throughout the customer journey.\u00a0<\/p>\n<p>By leveraging AI, you can optimize marketing performance by allocating the right budget to each channel based on its contribution to achieving your business goals.\n<\/p><\/div>\n<p><\/p>\n<div class=\"about-author\">\n    About the author<\/p>\n<div class=\"information\">\n<div class=\"author-module\">\n<div class=\"row\">\n<div class=\"col-12 col-lg-3 text-center\">\n<div class=\"avatar\">\n                        <img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" alt=\"Benu Aggarwal\" width=\"140\" height=\"140\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2023\/10\/Benu-Aggarwal.png.webp\"><img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2023\/10\/Benu-Aggarwal.png.webp\" alt=\"Benu Aggarwal\" width=\"140\" height=\"140\">\n                                            <\/div>\n<\/p><\/div>\n<div class=\"col-12 col-lg-9\">\n<div class=\"about\">\n<div class=\"name\">\n                            <strong>Benu Aggarwal<\/strong>\n                        <\/div>\n<div class=\"row g-2 pt-2\">\n<div class=\"col-auto twitter\">\n                                    <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/follow?original_referer=https%3A%2F%2Fsearchengineland.com%2F&amp;region=follow_link&amp;screen_name=BenuAggarwal&amp;tw_p=followbutton&amp;variant=2.0\" aria-label=\"opens in a new tab\"><i class=\"fab fa-x-twitter\"><\/i><\/a>\n                            <\/div>\n<div class=\"col-auto\">\n                                    <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/benua\" aria-label=\"opens in a new tab\"><i class=\"fab fa-linkedin\"><\/i><\/a>\n                                <\/div>\n<\/p><\/div>\n<p>                        Benu Aggarwal, founder and president of Milestone Inc., is a highly recognized expert in digital marketing solutions, voice search, SEO and local. Benu oversees product development, client services, technology and strategic vision for the company. Under her leadership, the company has prospered as it launched a suite of SEO-first software products and thousands of websites of which dozens won design and technology awards. With her technical marketing experience, entrepreneurial spirit, and motivating attitude, Benu has the ability to translate technical ideas into tangible practice that drive results for customers.                  <\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/div>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMN63nwsw68G3Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/technology\/\" target=\"_blank\" rel=\"noopener\">Technology<\/a><\/span> category.<\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/searchengineland.com\/ai-driven-budgeting-forecasting-digital-marketing-446093\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Drive revenue growth and optimize your marketing spend using data-centric strategies and advanced AI models. AI is transforming how businesses approach their digital marketing budgeting and forecasting processes. Companies can develop robust forecasting and budgeting models that focus on data-driven decisions. This approach enables customized strategies that align with specific business goals and can be&#8230;<\/p>\n","protected":false},"author":1,"featured_media":632712,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/How-to-use-AI-for-digital-marketing-budgeting-and-forecasting.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[107942,78070],"class_list":["post-632711","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-ppc","tag-seo"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/632711","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=632711"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/632711\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/632712"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=632711"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=632711"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=632711"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}