Healthcare Administration

Descriptive Statistics: In six sentences or more, explain how you would use the descriptive statistical procedure(s) at work or in your personal life.

Misuse of Statistics: As we will see in the next 12 weeks, statistics when used correctly can be a very powerful tool in managerial decision making.

Statistical techniques are used extensively by marketing, accounting, quality control, consumers, professional sports people, hospital administrators, educators, politicians, physicians, etc…

As such a strong tool, statistics is often misused. Everyone has heard the joke (?) about the statistician who drowned in a river with an average depth of 3 feet or the person who boarded a plane with a bomb because "the odds of two bombs on the same plane are lower than one in one millionth".

Can you find examples in the popular press of misuse of statistics?

How to Display Data Badly : Read the article "How to Display Data Badly" by Howard Wainer. It is attached here: How to Display Data Badly and also posted under the Content tab (after you choose the Content tab, choose Course Content and Session 1 from the list on the left). For a summary, Wainer Explained.

Next read, Chart Junk Considered Useful after All, by Robert Kosara, https://eagereyes.org/criticism/chart-junk-considered-useful-after-all

In your own words, describe "Chart Junk".

When should Chart Junk be avoided. When is it useful?

Include an image or link to an example of the worst data display you have seen at work or in the media (not in Wainer's article).

Wainer gives rules for how to make bad charts & graphs. Which of Wainer's rules describes what's so bad about your example?

Discussion: Simpson's Paradox : A family member can go to one of two local hospitals for heart surgery.

Checking the history for the past year, you find that each of the two hospitals has performed cardiac surgery on 1000 patients. In hospital A 710 patients survived (71%). In hospital B 540 (54%) survived.

Based on the numbers presented, which hospital do you think is superior in cardiac surgery?

Surely hospital A is better, right?

Now, let's look at more data. The below chart summarizes three categories of patients (those entering in fair, serious and critical condition) and the survival rate from surgery (in percent) for the two local hospitals.
Patient Entering Condition

Hospital A

Hospital B

Survivors from A (# and percent)

Survivors from B (# and percent)

Fair

700

100

600 or 86%

90 or 90%

Serious

200

200

100 or 50%

150 or 75%

Critical

100

700

10 or 10%

300 or 43%

Total

1000

1000

710 or 71%

540 or 54%

Looking at the data broken down in this way, we see that Hospital B has a higher success rate in all three categories of patients but when averaged all together, Hospital A has the higher overall survival rate. Based on the numbers presented, which hospital do you think is superior in cardiac surgery?

Full Answer Section

 
  • Identify outliers. Outliers are data points that are significantly different from the rest of the data. Descriptive statistics can be used to identify outliers, which can be helpful for identifying errors in the data or for identifying unusual trends.
  • Make predictions. Descriptive statistics can be used to make predictions about future data. For example, I could use descriptive statistics to predict how many products my company will sell next month or how many customers my company will have next year.
  • Communicate data effectively. Descriptive statistics can be used to communicate data in a clear and concise way. For example, I could use descriptive statistics to create a report that summarizes the sales data for my company.
Here are some specific examples of how I could use descriptive statistical procedures in my work or personal life:
  • At work, I could use descriptive statistics to:
    • Summarize the sales data for my company's different products and identify which products are selling the best.
    • Compare the customer satisfaction data for my company's different regions and identify which regions are most satisfied with the company's products and services.
    • Identify outliers in the company's financial data and investigate the causes of these outliers.
    • Make predictions about the company's future sales and profits.
  • In my personal life, I could use descriptive statistics to:
    • Summarize my spending data and identify areas where I could save money.
    • Compare my grades from different semesters and identify areas where I need to improve.
    • Identify outliers in my health data and discuss them with my doctor.
    • Make predictions about my future weight loss or fitness goals.
Descriptive statistical procedures are a powerful tool that can be used to summarize data, identify trends, and make predictions. I can use these procedures in my work or personal life to make better decisions and achieve my goals.

Sample Answer

 
  • Summarize data and identify trends. For example, I could use descriptive statistics to summarize the sales data for my company and identify any trends, such as which products are selling the best or which regions are generating the most sales.
  • Compare different groups of data. For example, I could use descriptive statistics to compare the sales data for my company's different products or the customer satisfaction data for my company's different regions.