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T/508/0495, Analysis of Claims

Introduction

Malpractices in medical has been increased as per the study published in US news and World Report. The medical malpractice in United States accounts for $55.6 billion a year (Sachs, 2018). In accordance with this context, the report aid in examining the data collated by The UnitedHealth Group of America, a health insurance provider. The aim is to develop a better understanding of claim paid out for medical malpractice lawsuit. Preliminary analysis of the collected data will be made in order to produce an effective report showing which hypothesis are supported and which are rejected.

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1

The total Claim payment amount was $14.7 million. The overall summary of the data is provided below in the table:

Table 1: Overall summary of claims

Amount

   

Mean

73457.49

Standard Error

2275.36

Median

72571.3

Mode

5400

Standard Deviation

32178.49

Sample Variance

1035455635.00

Kurtosis

5.99

Skewness

1.15

Range

227177.8

Minimum

1547

Maximum

228724.8

Sum

14691498.71

Count

200

Confidence Level(95.0%)

4486.91

The mean amount of the claim was $73457.49. Standard Deviation was 32178.49. The maximum amount of claim taken by the claimants was $228724 and minimum was $1547. The data was collected from 200 claimants who have taken claims in order to get medical support. Skewness is a measure of the symmetry in a distribution. The Skewness was 1.15 and Kurtosis value was 5.99.

2

  1. a) The average age of claimants

Out of 200 claimants the average age of claimant identified was 44.5 years.

  1. b) The proportion of claimants with “No Insurance”.

Table 2: The proportion of claimants with “No Insurance”.

Insurance

 

Medicare/Medicaid

20

No Insurance

18

Private

95

Unknown

60

Workers Compensation

 

7

Total Result

200

From the above table it can be understood that out of total claimants 18 claims were No Insurance. Thus, overall proportion of the No Insurance was 9%.

3.a

An industry report suggest that the average amount of paid claims has dropped below $77500. The evidence to support this argument is provided below:

Table 3: One sample Test

One-Sample Test

   
 

Test Value = 77500

   

t

df

Sig. (2-tailed)

Mean Difference

95% Confidence Interval of the Difference

   

Lower

Upper

Amount

-1.777

199

.077

-4042.506

-8529.42

444.41

                       

From the above table it was identified that significant value is 0.077 i.e. (p > 0.05). Thus, this implied that industry report statement is true as majority of claims were under $77500. The mean amount of the claim was $73457.49. Standard Deviation was 32178.49. The maximum amount of claim taken by the claimants was $228724 and minimum was $1547.

3.b

Table 4: Number of Claims on the basis of severity

Severity

Number of Claims

Mild

26

Medium

128

Severe

46

Total

200

From the above table it can be understood that out of 200 claims, 26 were taken for mild case, 128 for medium and 46 for severe case.

Table 5: Confidence Interval for mean

Confidence Interval for mean

   

Data

Sample Standard Deviation

0.8398970983

Sample Mean

1.59

Sample Size

200

Confidence Level

95%

   

Intermediate Calculations

Standard Error of the Mean

0.0594

Degrees of Freedom

199

t Value

1.9720

Margin of Error

0.1171

   

Confidence Interval

Interval Lower Limit

1.47

Interval Upper Limit

1.71

From the table it can be understood that sample mean value is 1.59 and t value is 1.9720. As the t value is greater than significance value it can be concluded that null hypothesis is supported which means that it is true that 3 out 4 claims were taken for mild or medium severity conditions.

Table 6: Confidence Interval for proportion

Confidence Interval for proportion

   

Data

Sample Size

200

Count of Successes

0.75

Confidence Level

95%

   
   

Intermediate Calculations

Sample Proportion

0.00375

Z Value

1.9600

Standard Error of the Proportion

0.0043220004

Margin of Error

0.0085

   

Confidence Interval

Interval Lower Limit

-0.47%

Interval Upper Limit

1.22%

The count of success rate is 0.75 and z value is 1.96 which is greater than our significance value (0.05). Thus, in this case null hypothesis is supported.

3.c

Out of 200 claimants it was identified that 121 claims made by females and 79 claims were made by males which include all severity level. For Mild or Medium claimants, the difference between the amount of claim made by female and male is provided below in the table:

Case Processing Summary

   
 

Cases

   

Valid

Missing

Total

   

N

Percent

N

Percent

N

Percent

gender * Severity

40

20.0%

160

80.0%

200

100.0%

                       

 

gender * Severity Crosstabulation

   

Count

Total

 

gender

Female

21

2

23

Male

13

4

17

Total

34

6

40

             

From the above table, it can be understood that there is no significance association between claims taken by females and claims taken by male under mild and medium severity. Female under mild severity made 2 claims and under medium severity made 21 claims whereas males under mild severity made 4 cases and under medium severity made 13 claims. This implies that females made more cases than male and thus null hypothesis is supported which is that there is significance difference in the proportion of Mild or Medium claims by female patients as compared to that of male patients.

Chi-Square Tests

   
 

Value

df

Asymp. Sig. (2-sided)

Exact Sig. (2-sided)

Exact Sig. (1-sided)

Pearson Chi-Square

1.687a

1

.194

   

Continuity Correctionb

.724

1

.395

   

Likelihood Ratio

1.676

1

.195

   

Fisher's Exact Test

     

.373

.197

Linear-by-Linear Association

1.645

1

.200

   

N of Valid Cases

40

       

a. 2 cells (50.0%) have expected count less than 5. The minimum expected count is 2.55.

 

b. Computed only for a 2x2 table

 
               

The value of test statistics is 1.687. From the Chi-Square test it can be understood that there is significance difference in the proportion of Mild or Medium claims by female patients as compared to that of male patients as the p-value is greater than choosen significance level (α= 0.05).

3. d

In this case two hypothesis is formulated which are

H0: The average claim when a private attorney involved is not higher.

H1: The average cliam when a private attorney involved is higher.

t-Test: Two-Sample Assuming Equal Variances

     
 

Private Attorney

Amount

Mean

1.68

73457.49

Variance

0.21

1035455635.0

Observations

200

200

Pooled Variance

517727817.61

 

Hypothesized Mean Difference

0

 

df

398

 

t Stat

-32.28

 

P(T<=t) one-tail

1.66

 

t Critical one-tail

1.6486911745

 

P(T<=t) two-tail

3.32

 

t Critical two-tail

1.96

 

The abvoe t test was Two-Sample Assuming Equal Variances. The p-value is 1.66 which is greater than the significance value which (α= 0.05). Thus, it can be concluded that null hypothesis is supported in this case.

t-Test: Two-Sample Assuming Unequal Variances

     
 

Private Attorney

Amount

Mean

1.68

73457.49

Variance

0.21

1035455635.00

Observations

200

200

Hypothesized Mean Difference

0

 

df

199

 

t Stat

-32.28

 

P(T<=t) one-tail

2.43

 

t Critical one-tail

1.65

 

P(T<=t) two-tail

4.87

 

t Critical two-tail

1.97

 

The abvoe t test was Two-Sample Assuming Unequal Variances. The p-value is 2.43 which is greater than the significance value which (α= 0.05). Thus, it can be concluded that null hypothesis is supported in this case.

Thus, from both the table it can be understood that The average claim when a private attorney involved is not higher. Hence, Null hupothesis which is H0 is supported in this case.

3.e

In this case two hypothesis is formulating which are :

H1: Private Attorney representation is higher for Severe Claims.

H2: Private Attorney representation is higher for Medium Claims

Table 7: Two-Sample Assuming Unequal Variances (Severe Condition)

Two-Sample Assuming Unequal Variances (Severe Condition)

     
 

Private Attorney

Severity

Mean

1.685

1.59

Variance

0.2168592965

0.7054271357

Observations

200

200

Hypothesized Mean Difference

0

 

df

311

 

t Stat

1.3989612763

 

P(T<=t) one-tail

0.081410546

 

t Critical one-tail

1.6497679229

 

P(T<=t) two-tail

0.162821092

 

t Critical two-tail

1.9676210677

 

Table 8: Two-Sample Assuming Unequal Variances (Medium Condition)

Two-Sample Assuming Unequal Variances (Medium Condition)

     
 

Private Attorney

Severity

Mean

1.685

1.5829145729

Variance

0.2168592965

0.6988985331

Observations

200

200

Hypothesized Mean Difference

0

 

df

310

 

t Stat

1.5057651179

 

P(T<=t) one-tail

0.0665728591

 

t Critical one-tail

1.6497838232

 

P(T<=t) two-tail

0.1331457183

 

t Critical two-tail

1.9676458633

 

From the above tables it has been identified that that p value for Sever Condition was 0.081 which is greater than the p value for Medium condition which was 0.06. This implied that our first hypothesis is supported which is Private Attorney representation is higher for Severe Claims.

4.a

Table 9: Percentage of severe claim with the involvement of Specialised surgeon

SEDV * SPEC Crosstabulation

 

SPEC

Total

Anesthesiologists

 

Dermatologists

 

Orthopaedic surgeons

 

OTHER

 

 

Severe

Count

21

11

8

6

46

% within SEDV

45.7%

23.9%

17.4%

13.0%

100.0%

% within SPEC

25.0%

24.4%

16.7%

26.1%

23.0%

% of Total

10.5%

5.5%

4.0%

3.0%

23.0%

From the above table it can be understood that percentage of 'Severe' claim with the involvement of an Orthopaedic surgeon (16.7 %) is lower than that of other specialist.

4.b

Table 10: Average claim of orthopedic and other surgeon

Specialisation

Average Claim in Severe condition amount in US$

Orthopaedic surgeon

118944.27

Others

61522.03

Thus, from the above table it can be understood that the average claim amount for Severe claim is higher when an Orthopaedic surgeon is involved than the other specialisation. (118944.27>61522.03 )

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References

Sachs, C.J., 2018. Malpractice Claims: It’sa Crapshoot—Time to Stop the Self-Blame and Ask Different Questions.Annals of emergency medicine,71(2), pp.165-167.

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