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A regression was performed using June 1998 data for 68
Victorian local government areas.
log(PLOSS) = 0.21 + 1.47 log(PEGMs) –0.34 log(PCLUBS) – 0.27 log(PHOTELS) (Eqn 4.1)
(0.55) (15.3) (-6.2) (-3.6)
where the figures in parentheses are White’s heteroscedasticity corrected t-statistics, R2 =
0.84, N=6016, SE = 0.21, and PLOSS stands for player losses per adult in each area; PEGMs
is the number of poker machines per 1,000 adults; PCLUBS is the number of club venues
with poker machines per 1,000 adults; and PHOTELS is the number of hotels with poker
machines per 1,000 adults.

The Productivity Commission estimated an identical equation using Queensland data for
1998. However, it obtained a better fit to the data (R2 = 0.94), suggesting that, in
Queensland, the “model” explains a higher proportion of the regional variation in losses per
adult. Note that the negative coefficient on venue numbers is not the result of correlation
between machine numbers and venues.
The effect on regional gaming expenditure of an increase in EGM numbers was evaluated
using the estimated parameters and mean values of the explanatory variables (as described
by Equation 3.6 in Section 3.2).

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