| Course | ACC 660 Controllership |
|---|---|
| Module | Module 6 |
| Paper type | graduate milestone designing a performance measurement dashboard |
| Length | About 1,010 words, 6 pages |
| Format | APA 7 student paper |
| School | Southern New Hampshire University |
| Program | MS Accounting |
| Updated | October 2026 |
Free sample paper for ACC 660 Module 6
Hospital Performance Dashboard Design
[Student Name]
Southern New Hampshire University
ACC 660: Controllership
Milestone Two
[Instructor Name]
[Date]
The organization, setting and figures below are a composite written as a model document. No real employer, client, colleague or patient is described.
Hospital Performance Dashboard Design
Introduction
Each month, every hospital director and medical director receives a 40-page package of income statements, departmental expense detail and balance sheet schedules. In interviews, most said they look only at the bottom line and at labor costs, and several said the package arrives too late to change anything. The sponsor wants hospital leaders to manage the drivers of performance, not only react to results. This milestone designs a one-page monthly dashboard (Kaplan & Norton, 1996).
Users and Decisions
The users are hospital directors, who manage staffing, scheduling and costs, and medical directors, who manage clinical quality and doctor productivity. Their decisions include how many doctors and technicians to schedule by day, whether to extend emergency hours, which referral clinics to visit and when to raise a concern about drug use. Each measure was chosen because it informs at least one of these decisions. Measures that only the corporate team can act on, such as interest expense or management fees, stay out of the hospital dashboard and remain in the sponsor's package.
The Measures
Dashboard measures
| Perspective | Measure | Definition and source | Leading or lagging |
|---|---|---|---|
| Financial | Revenue per doctor hour | Revenue divided by scheduled doctor hours, practice system and scheduling | Lagging |
| Financial | Labor cost share | Wages and benefits divided by revenue, payroll and ERP | Lagging |
| Financial | Drug and supply cost share | Drug and supply cost divided by revenue, ERP | Lagging |
| Financial | Hospital EBITDA margin | Hospital contribution less allocated regional cost, ERP | Lagging |
| Client | Net promoter score | Monthly client survey | Leading |
| Client | New referral sources | Clinics referring for the first time in 90 days, practice system | Leading |
| Process | Emergency door-to-doctor time | Median minutes from arrival to doctor, practice system timestamps | Leading |
| Process | Exam room utilization | Booked hours divided by available hours, scheduling | Leading |
| Process | Average invoice by service line | Revenue divided by visits, practice system | Lagging |
| People | Technician turnover | Annualized departures divided by headcount, HR | Leading |
| People | Doctor retention | Doctors employed a year ago still employed, HR | Leading |
| People | Training hours | Hours per staff member, learning system | Leading |
Why These Measures
Revenue per doctor hour and labor cost share capture the main economic choice in a hospital: matching staff to demand. Drug cost share flags waste and diversion. Referral sources and emergency wait times are leading indicators: specialty revenue depends on general practice referrals, and long emergency waits drive clients to competitors. Technician turnover predicts both cost, through overtime and recruiting, and client experience, because experienced technicians run the treatment floor and keep doctors moving between cases. Ittner and Larcker (1998) found that customer satisfaction measures help predict future financial performance, supporting the inclusion of the client survey. Some familiar measures were deliberately left out. They include days sales outstanding, which is irrelevant when clients pay at the time of service, and detailed expense lines, which remain available in the full package for anyone who wants them.
Targets and Comparisons
Each measure shows the hospital's value, its target, its trend over twelve months and its rank among the 14 hospitals. Targets come from the median of the group's top-performing hospitals, adjusted for hospital type, since an emergency-only hospital will always have lower revenue per doctor hour than a specialty center. Measures outside a tolerance band appear in color so a director can see in seconds where to look.
Ownership and Data
Every measure has a data owner responsible for its accuracy: the revenue accountant for revenue measures, the payroll manager for labor, HR for turnover and retention, and the medical director for wait times. Definitions are fixed in a data dictionary, and the controller's team audits two measures each quarter by tracing them to source systems.
Incentives and Gaming
Directors' bonuses currently depend only on EBITDA versus budget. The new plan bases 60 percent on hospital EBITDA margin and 40 percent on three dashboard measures: net promoter score, technician turnover and emergency door-to-doctor time, each with a cap. Banker et al. (2000) found that adding nonfinancial measures to an incentive plan improved both those measures and later financial results in a hotel chain, which supports this design. Measures that could be gamed are paired: a director who cuts technician hours to improve labor cost share will see wait times rise and turnover increase on the same page.
A Sample Page
For the Boulder specialty hospital in October, the page would show revenue per doctor hour of $612 against a target of $640, ranked eighth of 14, with labor cost share of 41 percent against a 39 percent target, both in amber. Net promoter score is 71, above target and in green; new referral sources are 6, down from 11 three months earlier, in red. Emergency door-to-doctor time is 34 minutes against a 25-minute target, in red, and technician turnover is 38 percent annualized, also red. Read together, the page tells the director a coherent story: technician departures are lengthening waits and reducing doctor productivity, and referrals are starting to fall. The action is to address technician retention before the revenue decline shows up in the financial measures.
Review Meetings
Each regional director will hold a 45-minute monthly review with each hospital's director and medical director, using only the dashboard. The meeting covers the red measures, the actions taken and their owners. The controller's analysts attend the first three meetings at each hospital to explain definitions and answer data questions, and then attend quarterly. Questions that require deeper analysis are logged and answered within a week.
Rollout
The dashboard will be piloted at three hospitals for two months, with directors asked which measures they used and which they ignored, before rolling out to all 14. The 40-page package will be retired after six months if no one asks for it. Success will be judged by whether directors can name their red measures and the actions taken, and by whether the paired measures improve together rather than one at the expense of another.
Conclusion
A one-page dashboard of twelve measures, balanced across perspectives and paired to limit gaming, gives hospital leaders information they can act on within the month.
References
Banker, R. D., Potter, G., & Srinivasan, D. (2000). An empirical investigation of an incentive plan that includes nonfinancial performance measures. The Accounting Review, 75(1), 65-92. https://doi.org/10.2308/accr.2000.75.1.65
Ittner, C. D., & Larcker, D. F. (1998). Are nonfinancial measures leading indicators of financial performance? An analysis of customer satisfaction. Journal of Accounting Research, 36, 1-35. https://doi.org/10.2307/2491304
Kaplan, R. S., & Norton, D. P. (1996). The balanced scorecard: Translating strategy into action. Harvard Business School Press.
What the ACC 660 Module 6 instructions ask for
The second ACC 660 milestone usually asks you to design a performance measurement system or dashboard for the case company. Plan to identify the users and decisions the dashboard supports, select a balanced set of financial and nonfinancial measures, distinguish leading from lagging indicators, define each measure precisely with its data source, owner and target, and decide how results will be compared and used, including in incentives. Many versions ask you to apply the balanced scorecard and to consider unintended consequences. Keep the number of measures small enough to use, and explain each choice, since graders look for measures tied to strategy rather than a long list. A sample page for one hospital shows the design works.
How this ACC 660 Module 6 milestone two example is built
The milestone designs a one-page dashboard with twelve measures. Financial: revenue per doctor hour, labor cost as a share of revenue, drug cost share and hospital EBITDA margin. Client: net promoter score and new referral sources. Process: emergency door-to-doctor time, exam room utilization and average invoice by service line. People: technician turnover, doctor retention and staff hours of training. Referrals, wait times and turnover are treated as leading indicators. Each measure has a definition, a data source, an owner and a target set from peer hospitals in the group. Bonuses use a few measures with caps to limit gaming, and a sample page for one hospital shows how a director would read it.
Where the ACC 660 Module 6 rubric puts the points
Rubrics for the second ACC 660 milestone typically look at whether the measures follow the strategy, how evenly they cover the four perspectives, identification of leading indicators, precision of definitions and data sources, targets and comparisons, design for usability and attention to incentives and gaming. Top papers explain why each measure was chosen and what decision it supports, keep the set small, connect nonfinancial measures to financial results and anticipate how managers might game them. Graders also reward clear ownership of each measure and a sample page that shows the dashboard in use. Common deductions include long unprioritized lists, financial measures only, measures without data sources and incentive designs that reward one measure at the expense of others.
ACC 660 Module 6 help: the mistakes that cost points
Dashboard milestones most often slip by including every available measure, which leaves managers unsure what matters; a good dashboard fits on one page and changes behavior. A second weak spot is gaming: any measure tied to pay will be managed, so pair measures that pull against each other, such as wait time and revenue per hour. If your case is a manufacturer or retailer, the perspectives stay the same while the measures change. Write for each measure the decision a director would make differently if it moved; a measure with no such decision does not belong. Then show one month's page for a single hospital.
Get ACC 660 Module 6 written to your instructions
Send the ACC 660 Milestone Two guidelines and the company facts. The milestone will choose a balanced set of measures, define each with its source and target, design the layout and address incentives and gaming. Turnaround is about two days, and your first one is free. The paper above is an original model document written by our desk, not a submitted student paper and not an official Southern New Hampshire University document.
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ACC 660 Module 6 questions, answered
Where can I find a free ACC 660 Module 6 Milestone Two sample?
This page includes a full ACC 660 Milestone Two designing a KPI dashboard for veterinary hospital leaders.
What is a balanced scorecard?
A framework, developed by Kaplan and Norton, that pairs financial results with measures of clients, operations and staff development, all tied to the strategy.
How do leading indicators differ from lagging ones?
Leading indicators, such as referrals or turnover, signal future results; lagging indicators, such as profit, report results already achieved.
How many measures should a dashboard have?
Few enough to guide attention, often ten to fifteen, each tied to a decision the user can make.
How can companies limit gaming of performance measures?
By pairing measures that balance each other, defining measures precisely, capping payouts, auditing data and using judgment alongside formulas.