Has there been any research on average miles driven vs. the day of the month? I would speculate that people who live paycheck to paycheck might drive more at the beginning of the month (after payday when they can afford to fill up on gas and run errands like buying groceries) than at the end of the month. I'm not sure if this would have a significant impact on the data.