2023年案例面试题.doc

麦肯锡案例面试题：Magna Health案例分析(英文，有答案)
面试, 案例分析
Practice Cases

Magna Health

Introduction

To step through this case example, we will give you some information, ask a question, and then, when you are ready, give you a sample answer. We hope that the exercise will give you a sense of the flow of a case interview. (Please note, you can stop this exercise and pick up where you left off later. Your cookies must be on to use this feature).

In this exercise, you will answer a series of questions as the case unfolds. We provide our recommended answers after each question, with which you can compare your own answers. We want to emphasize that most questions in a case study do not have a single right answer. In a live case interview, we are more interested in your explanation of how you arrived at your answer, not just the answer itself. An interviewer can always assess different but equally valid ways of approaching an issue, and then bring you back to the particular line of inquiry that he or she wants to pursue.

You should also keep in mind that in a live case, there will be far more interaction with the interviewer than this exercise allows. For example, you will have the opportunity to ask clarifying questions.

Finally, a live case interview would typically be completed in 30 - 45 minutes, depending on how the case evolves. In this on-line exercise, there is no time limit.

There are ten questions in this on-line case study. This case study is designed to roughly simulate one during your interview, so you will not be able to skip ahead to the next question until you have answered the one you are on. You can refresh your memory of previous answers by clicking the highlighted Q&A links to the left. To print the answer, click on the print icon that appears in the TOP RIGHT corner. At the end, you can print the entire on-line case study at once.

Start Case Study

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Client Goal: To determine how to improve its financial situation.

Our client is Magna Health, a health care company in the Midwest. It both insures patients and provides health care services. Employers pay a fixed premium to Magna for each of their employees in return for which Magna covers all necessary health services of the employee (ranging from physician care and medications to hospitalization).

Magna currently has 300,000 patients enrolled in its plan. It has 300 salaried physician employees who provide a broad range of services to patients in six centers. These physicians represent a wide range of specialty areas, but not all areas. When a patient needs medical treatment in a specialty area not covered by a Magna physician, they are referred outside of the Magna network for care, and Magna pays all referral costs on a fee-for-service basis. Magna does not own any hospitals itself, instead contracting services from several local hospitals.

Magna's CEO has retained McKinsey to help determine what is causing the declining profitability and how Magna might fix it.
QUESTION 1
What key areas would you want to explore in order to understand Magna's decline in profitability?
ANSWER 1

Some possible areas are given below. Great job if you identified several of these and perhaps some others.

Magna's revenues
Price paid by employer for employee health coverage.
Number of employees covered by Magna.
Magna's costs (or fixed and variable costs)
Magna's main cost components consist of administrative (non-medical) and medical costs (e.g., hospital, drugs, outpatient care)
Outpatient costs can be split into internal physician costs versus external referral costs
Magna's patient base demographics/overall risk profile which may affect medical costs

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QUESTION 2
The team discovers that the demographics of Magna's subscribers have changed significantly in the past 5 years, from majority industrial workers/laborers to majority office employees. Knowing this, are there any specific areas you would investigate first?
ANSWER 2

We are looking for a few responses, similar to the ones below:

Claim costs, as the change in the subscriber base will change the profile of diseases (e.g., more heart disease/stress and less work related injury)
External referral costs, due to the change in the disease profile for which they have in-house competency
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QUESTION 3
After reviewing the basics of Magna's business, your team believes that one of the root causes of Magna's financial problems is how it manages medical costs, particularly the cost of referrals to specialists outside of its physician network. Your team has gathered the following information on Magna and its primary competitor, Sunshine HMO:

Number of patientsAverage cost of referral(per member per month)
Magna Health300,000$20
Sunshine HMO500,000$15

What are the most likely reasons that the average cost of referral at Magna is higher than at Sunshine? (At this point you should feel free to offer hypotheses, and you could ask your interviewer questions to clarify the information)
ANSWER 3

Although there are a number of possible responses, you might have the following suggestions:

Referral pricing: Magna might be paying more than Sunshine for specialist services (e.g., its outside contracts with oncologists might be at higher rates than Sunshine's contracts).
Number of referrals: Magna's physicians might have different practice patterns than Sunshine physicians, i.e., they may be less comfortable treating heart disease patients or have different training/protocols.
Mix of specialties: Magna's mix of specialties that requires referrals (cardiology and neurosurgery) are probably more expensive specialties (than cardiology and psychiatry, Sunshine's referral specialties).
Mix of patients: Magna has sicker or older (>65) patients (individuals over 65 are more likely to need medical care in the specialty areas outside of Magna's network, particularly cardiology).

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QUESTION 4
What analyses would you do if the things you suggest were contributing to this problem?
ANSWER 4
In giving the answer, it's useful if you are clear about how the analysis you are proposing would help to answer the question posed.
You might take the following approach, where we’ve outlined different areas of analysis:

Referral pricing:
Gain data on prices currently being paid by Magna for a sample of common specialties
Gain similar data for a competitor if possible for an industry average (perhaps through interviews with non-Magna specialists)
Number of referrals:
Interview Magna physicians and non-Magna physicians to see if any obvious behavioral differences exist
Consult industry publications on this issue
Mix of specialties:
Check number of referrals by specialty for Magna and estimate similar for Sunshine
Interviews with external specialties used by Sunshine may help again here
Mix of patients:
Compare demographic data for Magna and Sunshine: should be easy to obtain from Magna; a scan of the employee schemes covered by Sunshine should give a good general picture of their demographic profile
See if Magna's referral cost has increased in line with the change in demographics of the subscribers

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QUESTION 5
Magna's CEO has a hypothesis that Magna is paying too much in cardiology referral costs for its patient population. He asks the McKinsey team to look at Magna's cardiac patient population more closely and tell him how many referrals he should expect on an annual basis. Assume the following:

Magna has 300,000 patients in any one year
20 percent of its patients are age 65 or older
In the U.S., patients with serious heart disease visit specialists (cardiologists) on average of five times per year
You should always feel free to ask your interviewer additional questions to help you with your response. In this case, you should recognize the need to know the prevalence rate of serious heart disease to complete this calculation. Once asked, your interviewer would provide you with the following information:

The prevalence rate of serious heart disease in the 65+ population is 30 percent
The prevalence rate of serious heart disease in the under age 65 population is 10 percent

ANSWER 5
While you may find that doing straightforward math problems in the context of an interview is a bit tougher, you can see that it is just a matter of breaking the problem down. We are looking for both your ability to set the analysis up properly and then to do the math in real time.
Based on the correct calculations, your response should be as follows: Magna should expect 210,000 cardiac referrals annually based on its patient population. You should have approached the calculations as follows to arrive at that answer:

300,000 total patients
20 percent x 300,000 = 60,000 patients age 65+
18,000 x 5 = 90,000 referrals per year
240,000 Magna patients under the age of 65
240,000 patients x 10 percent = 24,000 patients under age 65 with serious heart disease and 24,000 x 5 visits per
year = 120,000 visits per year total
90,000 + 120,000 visits per year = 210,000 total Magna patient external cardiology visits

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QUESTION 6
When the team tells Magna's CEO that based on Magna's patient population he should expect about 210,000 cardiology referrals a year he exclaims, "We currently pay for 300,000 annual cardiology referrals for our patient population!"

Why might Magna's annual cardiology referrals be significantly higher than U.S. averages?

What would you do to try to verify if any of these were a key cause of this problem?
ANSWER 6
We would not expect you to come up with all of these answers, but we hope some of your answers head in the same direction as ours. Yours may bring some additional insights. In either case, be sure that you can clearly explain how your reasons will bring you closer to why the referrals might be higher.
There are a number of answers to these questions, and you are on the right track if your responses included some of the ones below:

The prevalence rate of heart disease in Magna's patient population is higher than average. To see if this was a cause of the problem, McKinsey should audit the internal data on heart disease prevalence and compare it to US National data.
Magna's primary care physicians are referring patients who do not have serious heart disease to specialists. The team should interview specialists to get their opinion, or follow through a sample of patients who were referred.
Primary care physicians are not comfortable (e.g., they are poorly trained or inexperienced) treating cardiac patients, even those with minor problems; they want to avoid malpractice suits. McKinsey should interview Magna physicians and institute an external review.
Magna doesn't have clear guidelines on when physicians should be referring patients to specialists (or if guidelines exist, physicians are not complying with them). The team should gain an expert opinion on the current guidelines to see if this was a key cause of the problem.
There are no incentives or penalties to prevent physicians from referring patients with less serious problems to specialists. In order to verify this is a key cause of the problem, the team should review incentive schemes if they exist. They should also compare similar companies/situations (e.g., prescription control mechanisms, etc.).

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QUESTION 7
At this point in the study, you bump into Magna's Head of Health Services in the corridor. He is responsible for all matters related to the provision of services to subscribers, both inside and outside the Magna Network. He asks you if you have made any progress. How would you respond?
ANSWER 7
Think about the person you are talking with, and how best to communicate the findings you have come up with so far.
The ability to come to a logical, defensible synthesis based on the information available at any point in an engagement is critical to the work we do. Even though we'd consider ourselves to be early in the overall project at this point in the case, we do want to be able to share our current perspective. One ideal answer would include the following points:

Findings

We have investigated all the drivers of profit for Magna. Although there is likely to be room for improvement in a lot of areas, it seems the claims cost is a big area for improvement.
Relative to the market and to competitors, Magna seems to have high claims cost per patient. Our initial indication is that there may be highest room for improvements in the cost of referrals outside the network.
There are a number of reasons as to why this may be happening (list as in previous question).
Next Steps

We are working to pin down the most significant reasons why Magna has high claims cost per patient.
We are going to be looking into other areas such as reduction potential in other costs, as well as improvement potential in terms of premiums or other sources of revenue.

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QUESTION 8
After some additional investigation, your team thinks that changing the behavior of Magna's primary care physicians has potential to reduce cardiac referral costs while maintaining high-quality care. The team believes that introducing some sort of incentive plan for physicians might help reduce the referral rate.

The team's idea for a pilot plan is to increase overall fees that Magna pays to primary care physicians to handle more of their patients' basic cardiology needs. Overall fee increases would total $1 million.
In addition to the team's proposal, Magna's medical director wants to pilot the following idea: Magna pays bonuses of $100,000 per year to each of the 10 primary care physicians with the lowest cardiac referral rates consistent with good patient outcomes.

Although the team mentions to the medical director that there are other issues to consider relating to the pilot that are not financial, such as the ethical impact of incentivizing physicians not to refer patients to specialist treatment, he wants the team to do the first calculation including both ideas.
How