| Course | BU 439 Digital and Social Media Marketing Strategy |
|---|---|
| Unit | Unit 8 |
| Paper type | Measurement framework |
| Length | About 860 words, 6 pages |
| Format | APA 7 student paper |
| School | Herzing University |
| Program | BS in Marketing |
| Updated | September 2026 |
Free sample paper for BU 439 Unit 8
Count Parties Booked and Skaters Who Come Back, Stop Counting Followers: A Measurement Framework for a Composite Toledo Roller Rink's Digital Work
Student Name
Business, Herzing University
BU 439: Digital and Social Media Marketing Strategy
Instructor Name
April 22, 2026
Count Parties Booked and Skaters Who Come Back, Stop Counting Followers: A Measurement Framework for a Composite Toledo Roller Rink's Digital Work
What Would Count as Evidence
Over this course, Skyline Skate Center, an invented family rink on the edge of Toledo, audited its digital presence, chose channels, wrote a content strategy and calendar, planned paid campaigns, signed a partner skater and set rules for its community. Each piece committed the rink to an objective. This framework takes each objective in turn, names the observable signal that would speak to it, states what that signal could never show, and lists the numbers the rink has decided to stop reporting. It is not a set of targets; targets were set in each unit. It is a statement of what the rink will accept as evidence that the work is doing anything.
Hoffman and Fodor (2010) argue that small and large firms alike measure social media badly when they begin from what platforms report, and that measurement should start from what the business wants customers to do. Lamberton and Stephen (2016), reviewing fifteen years of digital marketing research, note how often firms treat platform-reported activity as if it were value. The framework begins from the rink's two revenue objectives.
Objectives, Signals and Limits
Each objective from the term is paired with a signal, its source and what the signal cannot tell the owners.
| Objective (unit) | Observable signal | Source | What it can never show |
|---|---|---|---|
| More birthday parties booked (Units 2, 3, 5) | Parties booked per month, and the share whose customer says they heard of the rink online | Booking log with the "how did you hear" answer | Whether those parents would have booked anyway |
| Parents reached by the paid campaigns (Unit 5) | Party inquiries from each campaign's tagged landing page | Website analytics and inquiry form | Inquiries made by phone after seeing an ad but without visiting the page |
| More adults trying adult night (Units 3, 5, 6) | First-time adult visitors per Thursday | Door question at wristband sale | Visitors who answer wrongly or skip the question |
| Adult skaters returning (Units 5, 6) | Share of first-time adults who come back within 30 days | Wristband sales matched by first name and phone number, with consent | Adults who return but decline to give details |
| Accurate listings and answered reviews (Units 1, 7) | Days with wrong hours on Google or Facebook; share of reviews answered within target time | Monthly check by the owner; review history | Whether answering reviews changes anyone's decision to visit |
| TikTok test (Units 2, 3) | Videos passing 5,000 views, and adult night change in the same 90 days | TikTok's printed view counts; door question | Whether TikTok viewers are local or would ever visit |
Why the Signals Come From the Rink's Own Records
Five of the six signals come from records the rink keeps itself: the booking log, the door question, the inquiry form, the listing check and the review history. Only the TikTok test relies on a platform's own number, and only because the test's decision rule was written that way. This choice answers a question every digital plan eventually faces: what if a platform stops reporting a number the plan depends on? Platforms change what they show businesses, and a plan built on their dashboards can lose its evidence overnight. A plan built on the rink's own records keeps working whatever the platforms do.
It also means the signals measure actions the rink cares about. A parent who books a party and says a friend shared the rink's Facebook post is evidence. A post with many likes and no bookings is not.
The Limits the Rink Accepts
None of these signals proves that digital work caused the results. A parent who says she heard of the rink online might have booked anyway, and a first-time adult who saw an ad might have come because a friend invited her. Johnson et al. (2017) show that counting the actions of people exposed to advertising overstates its effect, and that only comparison with a similar unexposed group measures what an ad adds. The rink cannot afford that comparison. It accepts two weaker checks instead: comparing each month with the same month in 2025, before the digital work began, and noting any month in which bookings rose while no paid campaign ran. The framework states these limits in every monthly report so the owners do not read more into the numbers than they hold.
How the Report Reads Each Month
The monthly report fits on one page, so that the owners read it. The top line shows parties booked and first-time adults, each beside the same month in 2025. The second line shows the share of first-time adults who returned within 30 days and the share of party customers who heard of the rink online. The third shows the listing and review checks as simple yes or no answers: were the hours right every day, were reviews answered within their target times. The TikTok test appears only until its 90 days end, when the decision is recorded and the line removed. A short paragraph at the bottom notes anything unusual, such as a snow closure or a school holiday, that could explain a change without any digital cause. Keeping the report short is itself a measurement choice: a page with thirty numbers invites the owners to find a good one each month, while a page with five forces a judgment on the ones that matter.
Numbers the Rink Will Stop Reporting
Four numbers are removed from the monthly report. Follower counts are dropped because followers who never visit pay no rent, and the partner plan was chosen partly because a smaller local audience beat a larger distant one. Total likes and reactions are dropped because they measure approval of a post, not action. Total impressions and reach, as reported by platforms, are dropped because they cannot be checked and change definition when platforms change their tools. Engagement rate is dropped because it combines the other three.
These numbers will still be visible to anyone who opens the apps, and the partner skater may still report hers. They simply stop being presented as results. The owners review the framework itself at the end of 2026, and any number added then must meet the same test: it must come from a record the rink can check and speak to an objective the rink has set. Everything about the rink, its people and its numbers was made up for the course.
References
Hoffman, D. L., & Fodor, M. (2010). Can you measure the ROI of your social media marketing? MIT Sloan Management Review, 52(1), 41-49.
Johnson, G. A., Lewis, R. A., & Nubbemeyer, E. I. (2017). Ghost ads: Improving the economics of measuring online ad effectiveness. Journal of Marketing Research, 54(6), 867-884. https://doi.org/10.1509/jmr.15.0297
Lamberton, C., & Stephen, A. T. (2016). A thematic exploration of digital, social media, and mobile marketing: Research evolution from 2000 to 2015 and an agenda for future inquiry. Journal of Marketing, 80(6), 146-172. https://doi.org/10.1509/jm.15.0415
Reading the BU 439 Unit 8 instructions
The final BU 439 unit asks students to design a measurement framework for an organization's digital marketing. Typical requirements are linking each objective from earlier units to a measurable signal, naming data sources, explaining the limits of each measure, and deciding which commonly reported metrics will not be used. Many instructors ask how the framework would cope if a platform stopped reporting a number. The framework should differ from setting targets; it defines what counts as evidence. Students are often asked to design a reporting format. A table of objectives and signals, explained in APA 7 prose, is typical, and measures the organization cannot actually obtain should be avoided or flagged. Instructors also look for a clear link between each measure and the decision it will inform.
How the BU 439 Unit 8 example is put together
The framework opens by listing what the term's units committed the rink to and explaining that it defines evidence rather than targets. A six-row table pairs each objective with a signal, source and limit. A section explains why the rink's own records supply most signals and how that protects against platform changes. A limits section admits that none of the signals proves cause and names two practical checks. A reporting section designs a one-page monthly report and explains why brevity is itself a measurement choice. The final section removes four popular metrics from reporting, explains each removal and sets a test for adding any new number later.
BU 439 Unit 8 rubric: what full points look like
Measurement framework rubrics generally weigh alignment with objectives, quality of signals and sources, recognition of limits, reporting design and discipline about vanity metrics, alongside writing and sources. Alignment earns full credit when every earlier objective has a signal. Signals score highest when they measure actions tied to business goals and come from reliable sources. The limits criterion rewards stating what each measure cannot show and how causation is handled. Reporting design earns points for a format decision-makers will actually use. The vanity metrics criterion pays for explicitly removing numbers that look good without indicating value. Instructors also credit frameworks that depend as little as possible on platforms' changing dashboards.
Common BU 439 Unit 8 mistakes, and how to avoid them
Measurement frameworks often lose points by listing every metric a platform offers, with no link to objectives. Another common problem is treating followers, likes or impressions as success. Students frequently claim that digital activity caused sales without acknowledging other explanations. Some rely entirely on platform dashboards, leaving the framework useless if a number disappears. Others include measures the organization cannot collect, such as competitors' data. Reports are often long lists of numbers that invite cherry-picking. Finally, a framework that mixes targets and signals confuses what the organization wants with how it will know, which is the distinction this unit is designed to test.
Get a BU 439 Unit 8 example written to your instructions
Attach the Unit 8 instructions and the BU 439 rubric, plus the objectives your earlier sections committed to. We write a custom example that starts each row from an objective, records the lag, prints the limits beside the signal and names the measures this plan retires. First custom sample free, returned in 24 to 48 hours.
More BU 439 papers and marketing samples
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- BU 439 Unit 6: Influencer or partnership plan
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BU 439 Unit 8 questions, answered
How is this different from setting targets?
Targets say where a figure should get to, while this section asks whether the figure would mean anything once it arrived. The work being graded is the link between an objective and a signal, plus the honesty about what that signal misses. Where your instructions also want target values, put them in the row and keep the limits column, which a target sheet lacks.
What if a platform stops reporting a number I depend on?
Write the framework so it survives, which mostly means recording why a signal was chosen rather than only naming the metric. Reporting definitions and available fields change, and a row explaining what the number stood in for lets somebody choose a replacement later. Say in the document that the available figures were checked on a stated date.
Can I include measures I cannot actually obtain?
Only in the section listing what the firm cannot measure, and that section is worth having. Naming a signal that would settle the question, then saying honestly that the access does not exist, shows sharper thinking than filling a table with obtainable numbers answering something else. What loses credit is a row implying a figure is in hand when nothing produces it.
Where can I find a free BU 439 Unit 8 sample paper?
The complete BU 439 Unit 8 measurement framework is free to read above, including the objectives table, the dropped metrics and margin notes. For your own objectives, forward the assignment and a custom framework is written free, usually within 48 hours.
Which metrics should BU 439 Unit 8 stop reporting?
Numbers that do not connect to objectives. The sample drops follower counts, likes, platform reach and engagement rate, because none shows a party booked or a skater returning, and replaces them with the rink's own records.