Research, Assessment, and Evaluation
by Ben Delaney, © 2013
How many meetings have you attended in which the term
“data-driven” was tossed about, its utter essentiality stressed?
And how many times did you have the feeling that no one had
a clue what “data-driven” really means?
As one who has made a living doing market research, I learned
to like data. Now I just love data. One of my greatest thrills at work in the last
year was finally discovering a seasonal cycle in the sales of our social
enterprise store. This information helped us plan a sale at the right time that
doubled the store receipts that month. That's an example of data-driven
decision making.
I can;t provide you with a course on statistics. Even if I
were qualified to do so, we don't have the space for that level of detail. What
I do hope to provide is a framework for thinking about data and evaluation that
will make your work a bit easier.
Data doesn't just
measure results
I think it is very important to use data to shape programs,
both in initial planning and through a reiterative, ongoing analysis. Changes
are driven by the findings, and often, the answer to one question raises other
questions.
Data-driven programs work this way:
That is what a true data-driven organization does.- Program planning is based on research, with measurement points built in, plus
- Ongoing, reiterative analysis of the collected data used to refine the program and deepen understanding, then
- Programs are changed as new knowledge emerges from the data.
It takes rigor and discipline to work this way, but the
resulting improvements in programs designed like this are worth the effort.
That's why all major retailers use a similar model, as pioneered by Wal-Mart.
Planning for data
The very first thing to consider when planning assessment is
what you want to know, and why. Having a clear picture of how the information
you collect will positively impact your organization makes the process easier
and enables good decisions as you design your research or evaluation protocol.
Key in determining what you want to know is evaluating your
questions in regard to their impact on your program and the ability to collect
meaningful data.
For example, a hypothetical child nutrition program, which
we'll call Kids.org, is planning a new child nutrition program. Their questions
include: What is the dietary value of the average child’s meals? Does smoking
in the home affect a child's appetite? What foods are both nutritious and
appealing to kids? If these are significant issues, what Kids.org programs will
impact them positively?
There are five concerns that must be addressed when creating
the Kids.org assessment plan. Let's address each of the five key aspects of their,
or your, assessment plan.
1: What do we want to know, and
why?
Assuming that good nutrition
promotes good health and better learning, Kids.org wants to know the following
about the kids it serves:
- What is the dietary value of the average child's meals? Are they getting enough of what they need? Are any key nutrients missing from their diet?
- Does smoking in the home affect a child's appetite? If so, is there a correlation with illness or learning/behavioral issues?
- What foods are both nutritious, inexpensive, and appealing to kids? What can we afford to provide that the kids will like and is good for them?
2: What information will tell us
what we need to know?
- What do the kids eat for some period of time. A detailed diary may be required.
- A census of smokers in the children's homes.
- A list of affordable, nutritious foods, taste tested with the kids.
3: Has anyone already answered
this question?
- There are probably studies available to provide dietary information that is good enough. It will be hard to have enough diaries completed to gather significant data.
- Kids.org probably will have to find the smokers' houses, though a questionnaire or personal contact with the parents.
- Nutritional information for the foods Kids.org can afford can probably be easily obtained. Taste testing can take place by evaluating orders for food, or servings eaten, and by asking questions.
4: How do we collect the data we
need?
- Research in online sources, including government, universities, journals, and general web searches.
- Online, written, phone, or personal surveys.
- Measuring and tracking food ordered over time. Frequently interacting with clients to ask what they think of the food, your organization, how you do business, and more.
- Someone on staff knows enough to collect and analyze the data. Offices that use programs like SalesForce and QuickBooks can output reports into Excel for analysis. Many CRM/accounting systems offer advanced and customizable reporting to provide much of the data you need.
- A local college or business school can provide interns who understand how to manipulate data to find the information you need. It's important to have these interns carefully document their methods and cross train staff to take over when the intern leaves.
- Reporting experts can be hired on contract to periodically provide the information you need from your data.
Finding that smoking in the house caused bad effects on the
kids, Kids.org started providing information for parents to explain the
importance of a smoke-free environment for their kids. They continue to measure
smoking vs. achievement to determine the impact of the smoke-free program, and
modify it until it has the desired impact.
Kids.org also changed their food offerings and started
requesting different foods from their donors. They discover that small
variations in sourcing can make significant improvements in child nutrition.
Added benefits
Not only does Kids.org have a better understanding of its
clients, it also has better impact data, and is able to make some changes based
on what was found in the data. They can collect data continuously, and evaluate
it at any time to assess their work. They can also provide greater insights and
impact, which will please their funders.
All of this applies equally well to marketing. You can, and
should, design all of your marketing campaigns with measuring points built in.
You can count clicks, calls, and customers. With opportunities like Google's
AdWords, Twitter hashtags, specialized landing pages and other tools, you can
evaluate the success of online campaigns. Online marketing can change by the
minute as new data arrive. Print ads, direct response, press releases, even the
Yellow Pages (yes, still good for some businesses), can be measured and
adjusted. Obviously, donations provide their own inherent measurement systems,
but even in fund raising you can measure other variables that enable you to
better craft your message and delivery to improve giving.
The bottom line is the bottom line. No matter how you
measure your success, be it families helped, revenue from a social venture,
kilowatts saved, jobs created, or new money raised, you can determine
significant measuring points. By taking frequent readings, and acting on the
data you collect, you can make any organization work better and have greater
impact.