Market mix modelling is a long established set of statistical techniques which predate ecommerce and big data, and is perfect for adding offline marketing and influences to your models for whole journey optimisation.
Econometric methodology using time series data has much less restrictive data requirements than machine learning. This means external drivers can be analysed such as competitor ads and pricing.
For channels like TV, Radio and Print, econometrics is the best choice for understanding how all your media works together with digital to drive sales. Using market mix modelling you can ensure there is robust and independent justification for your major marketing investments.
Analyse impressions as well as clicks for a full multi touch model replacing faulty last click and view through attribution.
We can attribute offline store level sales to marketing as part of an integrated custom approach, as well as other sales channels and sales categories. So if you want to model (say) how your TV marketing helps Call Centre sales, then we can help.
Reports are actionable, highlighting ROI optimisation opportunities with models which predict sales, so you make smarter marketing choices.
Constrained scenario modelling can be used to work out a realistic channel budget allocation which will achieve more sales for the same total budget, making your media and financial planning really simple.
Reports showing how different levels of spend will yield changes in sales, for each marketing channel, using your predictive model.
We help you understand how seasonal shifts and events like Black Friday interact with marketing to drive your sales, so you can use your campaigns to ride your customer buying trends.
Modelling national sales over time does not provide enough data for statistical robustness, so we model by region as well to leverage more statistical power. This also means you can see how marketing and sales effects vary by region, which provides valuable insights for business with a regional footprint.
With econometrics you have the added benefit of being able to see how underlying trends drive sales, which is often interpreted as long term brand equity. This helps provide a quantified view of your brand vs performance marketing to aid financial and media planning.