Question

In: Statistics and Probability

ADHD? OR JUST YOUNGEST IN THE CLASS? A study1 indicates that the youngest children in a...

ADHD? OR JUST YOUNGEST IN THE CLASS?

A study1 indicates that the youngest children in a school grade are more likely to be diagnosed with attention-deficit/hyperactivity disorder (ADHD) than their older peers in the same grade. The study involved 937,943children between 6 and 12 years old in British Columbia, Canada. The cutoff date for entering school in any year in British Columbia is December 31st, so in any given class, those born late in the year are almost a year younger than those born early in the year. Is it possible that the younger students are being over-diagnosed with ADHD?
Boys: ADHD or Just Young?
The table below shows the number of boys diagnosed with ADHD based on the quarter of the year in which they were born, as well as the proportion of boys born during that quarter.

Birth Date ADHD Diagnoses Proportion of Births
Jan-Mar 6880 0.244
Apr-Jun 7982 0.258
Jul-Sep 9161 0.257
Oct-Dec 8945 0.241


Table 1 ADHD diagnoses and birth date for boys
1Morrow, R., et al., “Influence of relative age on diagnosis and treatment of attention-deficit/hyperactivity disorder in children,” Canadian Medical Association Journal, April 17, 2012; 184(7): 755–762.

(a) What is the total number of boys diagnosed with ADHD in the sample?
Total number of boys = _____________________

(b) For the null hypothesis, use the overall proportion of births in a quarter to give the null proportion for that quarter. Compute the expected number of ADHD diagnoses for each quarter under this hypothesis.

Round your answers to one decimal place.

Jan-Mar =  _____________

Apr-Jun =   _____________

Jul-Sep =   _____________

Oct-Dec =  _____________

(c) Compute the χ2-statistic.

Round your answer to one decimal place.

χ2 =  _____________

(d) Give the degrees of freedom and find the p-value.

Enter the exact answer for the degrees of freedom, and round your answer for the p-value to three decimal places.

d⁢f=  _____________

p-value =  _____________

(e) State the conclusion of the test.

There is very strong evidence that ADHD diagnoses are related to relative age.

There is some evidence that ADHD diagnoses are related to relative age.

ADHD diagnoses do not seem to be related to relative age in school.

(f) For which group of children does ADHD appear to be diagnosed more frequently than we would expect? Select the group that provides the greatest indication of this.

Jan-Mar

Apr-Jun

Jul-Sep

Oct-Dec

(g) For which group of children does ADHD appear to be diagnosed less frequently than we would expect? Select the group that provides the greatest indication of this.

Jan-Mar

Apr-Jun

Jul-Sep

Oct-Dec

Solutions

Expert Solution

a) total number of boys diagnosed with ADHD in the sample = 6880+7982+9161+8945 = 32968

b) Expected frequencies

Birth Date ADHD Diagnoses Proportion of Births (p)

EXPECTED

= p*32968

Jan-Mar 6880 0.244 8044.2
Apr-Jun 7982 0.258 8505.7
Jul-Sep 9161 0.257 8472.8
Oct-Dec 8945 0.241 7945.3
Total 32968 1

c) Compute the χ2-statistic.

Observed Expected Difference Difference Sq. Diff. Sq. / Exp Fr.
Jan-Mar 6880 8044.2 -1164.20 1355361.64 168.49
Apr-Jun 7982 8505.7 -523.70 274261.69 32.24
Jul-Sep 9161 8472.8 688.20 473619.24 55.90
Oct-Dec 8945 7945.3 999.70 999400.09 125.79

χ2-statistic. = 168.49+32.24+55.90+125.79 = 382.4

d) Degrees of freedom = number of quarters -1 = 4-1 = 3

p-value is < .0001

e) Since p-value is lessthan alpha 0.05 we reject null hypothesis and conclude that There is very strong evidence that ADHD diagnoses are related to relative age.

f) Oct-Dec group of children does ADHD appear to be diagnosed more frequently than we would expect.

g) Jan-Mar group of children does ADHD appear to be diagnosed less frequently than we would expect


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