Hybrid AI for Metamodeling at AdoptoMedia
Learn how hybrid AI enhances Marketing Mix Modeling to forecast marketing performance and plan ad campaigns without historical data.
Learn how hybrid AI enhances Marketing Mix Modeling to forecast marketing performance and plan ad campaigns without historical data.
Marketing mix modeling is a well-established and widely used standard approach for measuring key drivers of sales or any other business metric. In our previous article we provided a detailed explanation of how this tool works and compared our solution with Robyn, the open-source tool by Meta. Here you will learn about how MMM is used to measure the long-term effects of advertising. MMM allows estimating the incremental increase in sales, driven by both media features (through the nonlinear transformation of their metrics — response curves) and other external factors (macroeconomic indicators, pricing, promotions, distribution, etc.). They are particularly useful and are usually applied for identifying the short and medium-term impact of marketing This approach works well for products in mature stages or those that have reached a certain level of brand-awareness. However, products in the growth or market entry stages often require a different approach. Brand-building through creating an emotional connection between the consumer and the brand forms enduring consumer preferences and directly influences the upward trend in sales. To understand and evaluate the real effectiveness of marketing in such cases, it is necessary to assess not only short and medium-term but also long-term marketing effects. Approaches to measuring… Read more »
Introduction to MMM Marketing Mix Modeling (MMM) has been around for over 30 years and almost every marketer at least once has heard about it. It was first introduced in the 1980s as a tool for analyzing the impact of various marketing activities on sales or any other business metric. The idea was pretty simple: if we can use multiple regression analysis to describe processes in economics, why not use it to establish a relationship that describes the responsiveness of sales to marketing spending? Since then, the methods and approaches have changed and improved, the amount of data increased, which led to the rise of alternative methods for measuring marketing effectiveness such as attribution models, but MMM stands as the most useful and essential tool for optimizing marketing strategies. Due to recent changes in privacy regulations regarding the user data, it’s getting much more challenging to implement third-party cookies into analysis. That is another reason to rely on MMM for measuring campaign performance. It only needs aggregated data to function and will not be affected by the phase-out of third-party cookies. However, MMM also may be challenging for those who want to use it in decision-making, as it is not… Read more »
Customer data online is getting more protected with new privacy-related announcements from Google and Apple. Marketers already have to comply with GDPR in Europe, CCPA in California, etc., and recent changes are going to influence marketing effectiveness measurement even more. After third-party cookies are eliminated and iOS 14.5 update is rolled out, the effectiveness and accuracy of some measurement approaches will suffer. This article will help you understand how the changes will affect the tools you are currently using and what solutions you should add to your measurement arsenal to ensure business growth. Google has announced that it is going to phase out third party cookies in its browser Chrome by 2022, and Firefox 86 already has a total cookie protection feature. Another piece of news comes from Apple, that has released an update for iPhone with a new privacy-related feature. IDFA tracking used to be enabled by default, and now you can opt out of in-app ad tracking, and 88% of iOS 14.5 users globally have already done so, which led to a negative reaction from Facebook and ad spending drop. The IAB Advertising Effectiveness Council couldn’t ignore this fundamental change and prepared a guideline for advertisers to help… Read more »
Brands invest billions of dollars in various events every year worldwide, but only few of them know how to measure the return they get. In this article we will see why calculating media equivalence is not enough and learn about other approaches to measuring the effectiveness of sponsorship deals. Sponsorships give brands unique opportunities for deep customer engagement and access to huge audiences, but like with other investments their effectiveness needs to be evaluated to make sure the money is not wasted. Measuring sponsorship effectiveness has been a serious challenge for CMOs. According to a research by MASB (Marketing Accountability Standards Board) and ANA (Association of National Advertisers), 40% of marketers don’t even make attempts to do it, and 70% of companies don’t allocate enough money for the necessary market research and measurements. It happens because some brands are just starting to adopt the discipline of budgeting, or they don’t have a clear sponsorship strategy and need to manage a portfolio of deals with different objectives. Another issue is the lack of tools that can cope with the task. In this article we will cover key metrics to track and tools that can be used to measure sponsorship effectiveness. The… Read more »
Since sponsorship deals provide unique value, many brands are actively investing in sport and entertainment events. But not all of them know how effectively this money is spent, because there is no standard approach to measuring the impact sponsorships have on business KPIs. In the article we will discuss how planning and executing sponsorship deals can improve their accountability. Exploiting media resources of high-profile sport and entertainment events like Oscars or The Olympics gives advertisers access to a huge audience and allows creating unique brand experience, that is why companies are expanding their sponsorship portfolios. According to Forbes, in 2020 brands were planning to invest over $68 billion in different events, and the figure doesn’t even include related costs like activations, promotions etc. Here are some benefits of sponsorship that improve brand awareness, consideration and customer loyalty: And these values are pretty much everything companies know about how their sponsorship benefits them. Sponsorship accountability is a real challenge for CEOs and CFOs. According to MASB (Marketing Accountability Standards Board) and ANA (Association of National Advertisers), 60% of marketers don’t have a standard measurement approach and 40% do not even make attempts to quantify the financial results. And only around 30% allocate… Read more »
Why cutting marketing spends during a downturn is not the most reasonable solution and how marketers can negotiate and justify the necessary investments when the company is trying to save money. In this article you will learn about four tips on managing marketing spends during a slowdown more efficiently. During crises and downturns budgets are especially strictly controlled as companies try to save resources, so marketers find themselves under even more pressure to communicate the value of their investment decisions. Simply reducing media spends will not do because in the long term it will negatively affect brand equity and future sales. Here we will discuss some advice from a recent McKinsey article that can be useful for weathering challenging periods like we are currently going through. The Covid-19 pandemic has dramatically changed the market conditions and consumer behaviour, that’s why companies need to take prompt actions to stay competitive and secure future growth. If you use Marketing Mix Modelling to evaluate marketing performance, you need to adjust your models so that they would account for Covid-19 factor. We will also tell you how our solution helps to optimize budgeting and give the best performance with limited and fixed funds. Since… Read more »
Evaluating media budget effectiveness and finding optimal media mix has always been an important and difficult task, and it’s even more so in the current situation during the COVID-19 outbreak. In this article we will discuss Facebook’s and experts’ advice on adjusting marketing mix models to the situation on the market and explain how our solution can be useful to marketers today. We are trying to keep you updated on all marketing measurement trends, that’s why we prepared an article on the use of measurement tools after the phase-out of cookies and IDFA. Get ready to privacy changes and apply solutions that won’t be affected by the new conditions. See how MMM, MTA, brand studies and other approaches are going to function without third-party cookies. Marketing budget allocation is a very important strategic process. And making the right decision is especially difficult when game-changing situations like the COVID-19 outbreak happen. Today it’s necessary to invest in channels that will bring measurable results. Marketing Mix Modelling is a well-tried, reliable tool that has been helping marketers to make well-informed strategic decisions and measure the effectiveness of advertising campaigns. In a previous article we said that modern MMM solutions meeting advertisers’ requirements… Read more »
In September 2020, the World Federation of Advertisers revealed a new cross-media measurement proposal framework developed in partnership with major digital platforms. In this article you will learn what requirements a new solution has to meet and how AdoptoMedia can benefit advertisers on this matter. We are trying to keep you updated on all marketing measurement trends, that’s why we prepared an article on the use of measurement tools after the phase-out of cookies and IDFA. Get ready to privacy changes and apply solutions that won’t be affected by the new conditions. See how MMM, MTA, brand studies and other approaches are going to function without third-party cookies. Over time with the appearance of new communication channels, media mix has become very complex. Today companies promote their goods and services through a wide range of digital and offline channels, which complicates marketers’ task of analyzing the effectiveness of advertising activities. WFA considers accurate evaluation of cross-media campaigns so important that in partnership with digital platforms, including Google and Facebook it worked for over 18 months to create a framework that should stimulate a new approach to measurement. Large advertisers, agencies and other members of the marketing ecosystem also contributed to… Read more »
Marketing industry is growing and developing all over the world, but everywhere the process has some unique characteristics. In this article you will learn about European marketing ecosystem, its trends, challenges and needs. We will also tell you how our solution can be useful to marketers. In May 2020 Boston Consulting Group published a report after surveying C-suite marketing managers in the UK, Germany and France. Here we will discuss what problems marketers in Europe face today and how they deal with them. Digital transformation has brought significant changes into the marketing industry, making technology and tools more complex and sophisticated to match the arising needs. To cope with the innovations and grow, 97% of European marketers turn to external partners in such areas as technology, measurement, media planning and buying, etc. Experienced agencies and consultants provide companies access to cutting edge technology and help them to increase ROMI. Due to fragmentation of European market one-size-fits-all approach doesn’t work here, so campaigns have to be adapted to local cultures and languages. For the same reason countries progress at different pace and have different levels of digital maturity; the UK, for example, is ahead of all Europe in terms of it…. Read more »