In: Statistics and Probability
Student enrollment at a college over the past five years is given below.
Year(t) | Enrollment(y) |
1 | 18.9 |
2 | 23.1 |
3 | 24 |
4 | 24.6 |
5 | 26.4 |
Required:
a. Develop a linear trend equation for this time series.
b. Forecast enrollment for year 12.
c. Forecast enrollment for year 15.
Year (ti) |
Enrollment (Yi) |
Deviation Xi= ti - 3 |
Xi * Yi | |
1 2 3 4 5 |
18.9 23.1 24 24.6 26.4 |
-2 -1 0 1 2 |
-37.8 -23.1 0 24.6 52.8 |
4 1 0 1 4 |
= 10 |
Mean of X =
Mean of Y =
Using the method of Least square,
Linear equation is given by -
Yi = a + b*Xi
where, a and b are unknown constants.
Normal equations are given by -
Solving these equation we get,
and,
Putting values in this formula, we get,
a = 23.4 - 1.65 * 0 = 23.4
So, equation for the linear trend is -
Y = 23.4 + 1.65 * X
Or, Y = 23.4 + 1.65 * (t - 3)
= 23.4 + 1.65t - 4.95
= 28.35 + 1.65t
= So, the linear trend equation for the time series is given by -
Yi = 28.35 + 1.65 * ti
b) Enrollment for year 12, i.e, t = 12 is -
Y = 28.35 + 1.65 * 12 = 48.15
c) Enrollment for Year 15, i.e, t = 15 is -
Y = 28.35 + 1.65 * 15 = 53.1