We know–models can be intimidating. But as the need to add analytics and science to our work continues to increase, models have become one of the primary vehicles every marketer needs to know how to develop and leverage. If you’ve already dived into the deep end on models, congratulations. On the other hand, if you’re just dipping your toe into the water, have no fear, because while there may be a bit of a current, it is time to venture forth.
Mathematical models help us describe and explain a “system,” such as a market segment or ecosystem. These models enable us to study the effects of different actions, so we can begin to make predictions about behavior, such as purchasing behavior. There are all kinds of mathematical models-statistical models, differential equations, and game theory.
Regardless of the type, all use data to transform an abstract structure into something we can more concretely manage, test, and manipulate. As the mounds of data pile up, it’s easy to lose sight of data application. Because data has become so prolific, you must first be clear about the scope of the model and the associated data sources before constructing any model.
So you’re ready to take the plunge–good for you! So, what models should be part of every marketer’s plan? Whether a novice or a master, we believe that every marketer must be able to build and employ at least four models:
- Customer Buying Model: Illustrates the purchasing decision journey for various customers (segments or persona based) to support pipeline engineering, content, touch point and channel decisions.
- Market Segmentation or Market Model: Provides the vehicle to evaluate the attractiveness of segments, market, or targets. More about this in today’s KeyPoint MPM section.
- Opportunity Scoring Model: Enables marketing and sales to agree on when opportunities are sales worthy and sales ready.
- Campaign Lift Model: Estimates the impact of a particular campaign on the buying behavior.
These four models are an excellent starting point for those of you who are just beginning to incorporate models into your marketing initiatives. For those who have already developed models within your marketing organization, we would love to know whether you have conquered these four, or even whether you agree these four should be at the top of the list. As always, we want to know what you think, so comment or tweet us with your response!
The results from the marketing performance research recently conducted jointly by ITSMA and VisionEdge Marketing (VEM), and Forrester were just announced. In its 12th year, the purpose of this study has been to understand how proficient marketers are at measuring and managing performance; using metrics, data, and analytics; and communicating marketing’s value, impact and contribution to the business. This year’s study captured input from more than 400 respondents. The study revealed areas in which marketers have made strides and areas where marketers remain challenged.
The result I found most perplexing was that, while marketers have access to more data than ever, leverage more analytics, and invest in more tools and systems, they continue to struggle to prove marketing’s contribution to the business. One clear indicator of this is that just 9% of CEOs and 6% of CFOs use marketing data to help make strategic decisions. Less than 10%! Although the majority of the marketers regularly produce and share a marketing dashboard, they are not bringing valuable, useful information to the table.
So where’s the disconnect? If you want your leadership team to understand how marketing is moving the needle in terms of top line revenue, market share, customer value, category ownership, and so on then the dashboard needs to be able to tell that story. Unfortunately, it appears that most marketers participating in the study use their marketing automation (MAP) or sales automation (CRM) systems to create their dashboards. In fact, dashboards and reports are already integrated into many of these systems. These dashboards, however, typically report on marketing activity and associated costs – email activity, website activity, social media activity, lead activity- rather than reporting on metrics executives can to set direction. It’s not that these reports and dashboards are bad; they are valuable when used to support tactical decisions, but if you want your CEO, CFO and other members of the C-Suite to use your dashboard it must clearly connect marketing investments and initiatives to business outcomes and results.
The ability to push a button and generate a pretty report that doesn’t add any value to the strategic decisions made at the C-Suite level doesn’t serve marketing well. To be on the right track, you need to start by making sure the marketing initiatives and investments are clearly aligned to business outcomes and that you have the right metrics in place. Otherwise, investing in better marketing tools is akin to buying a power saw when you have yet to master a hand saw. You have the ability to do more damage faster.
Learn more about the survey results and some initial impressions at: