OK to start off, I'm not a statistician, but I've had enough exposure to know a few things (maybe just enough to be dangerous). So, any REAL statisticians feel free to chime in if I'm off-base.
All of the talk about MPG's on this board made me think that it might be fun to run some numbers through SAS (as staticial analysis software package). I've tracked every ounce of fuel that has gone into my truck and every mile driven since Dec. 2000. I've also note when I've towed and when I've made modifications to the truck (only two that I tested).
Method: Using this data I loaded 6 fields into PROC GLM statistical model. The fields were:
MPG - this one is obvious
WINTER - I have two sets of tires, OEM 265/16's and BFG TAKO 285/16's I run in the winter. The values were Yes and No
TOW - indicates that the tank was filled during or following a trip where I towed a trailer. The values were Yes or No.
OIL - Back in 7/2003 I switch to Valvoline PB Extreme synthetic. The values were dino and synth.
EXHAUST - I added a 4" exharst (Rip's) in 4/2004. The values were oem and large.
SPEED - I qualified the speed traveled based upon driving habits on my daily commute. A speed rating of "slow" was assigned to tanks when I maintained 68 mph or less. All other were labeled "fast". All other things being equal, my gut feeling was that my attitude towards highway speeds had the greatest impact on MPG. I have made a point of slowing down to save fuel $$$ and it seems to have worked.
Now the results:
Total number of full-ups: 282
Towing: 258 no, 24 yes
Winter: 199 no, 83 yes
Speed: 195 fast, 87 slow
Oil: 191 dino, 91 synth
Exhaust: 55 large, 277 oem
Towing was an obvious factor in MPG averages:
yes: 12. 6638
no: 17. 5487
F value: 279. 86
Pr > F: <. 0001
SIGNIFICANT
Since towing was so significant I segmented the other results based on tow or no-tow. To keep this thread short (Ha-Ha), the analysis indicated that no other factors show significantly increased MPG when towing. All the remaining analysis listed is based on non-towing fill-ups.
We all know that speed plays an important role in fuel economy. Therefore, it was no surprise when I saw the following results:
Yes: 18. 4498
No: 17. 0903
F value: 79. 56
Pr > F: <. 0001
SIGNIFICANT
Next I looked at the relationship between MPG and the use of oversized tire and winter fuels. I was very surprised to discover that speed is a stronger influence on MPG than winter conditions alone.
Winter alone:
Yes: 17. 9070
No: 16. 7933
F value: 47. 09
Pr > F: <. 0001
SIGNIFICANT
Winter with FAST rating:
Yes: 17. 4831
No: 16. 5630
F value: 27. 84
Pr > F: <. 0001
SIGNIFICANT
Winter with SLOW rating
Yes: 18. 4747 (n=10)
No: 18. 4466 (n=77)
F value: 0. 01
Pr > F: <. 9362
NOT SIGNIFICANT
This appears to indicate that slowing down can offset some of the influence of winter conditions.
If you are still reading this thread, congratulations, I only have a few additional things to add.
The analysis I performed on both the oil and exhaust categories indicated that there was NO significant fuel savings when controlling for speed, towing, and winter driving. So the claims of better fuel economy are really just marketing hype, as when applied to real world situations, the gains are not significant enough for statistics to see.
To summarize, we only need to slow down to increase fuel economy. Since my daily commute includes only 17 highway miles, driving 67-68 mph versus 72 mph takes only one minute more to travel the distance, but I save a significant amount of fuel.
All of the talk about MPG's on this board made me think that it might be fun to run some numbers through SAS (as staticial analysis software package). I've tracked every ounce of fuel that has gone into my truck and every mile driven since Dec. 2000. I've also note when I've towed and when I've made modifications to the truck (only two that I tested).
Method: Using this data I loaded 6 fields into PROC GLM statistical model. The fields were:
MPG - this one is obvious
WINTER - I have two sets of tires, OEM 265/16's and BFG TAKO 285/16's I run in the winter. The values were Yes and No
TOW - indicates that the tank was filled during or following a trip where I towed a trailer. The values were Yes or No.
OIL - Back in 7/2003 I switch to Valvoline PB Extreme synthetic. The values were dino and synth.
EXHAUST - I added a 4" exharst (Rip's) in 4/2004. The values were oem and large.
SPEED - I qualified the speed traveled based upon driving habits on my daily commute. A speed rating of "slow" was assigned to tanks when I maintained 68 mph or less. All other were labeled "fast". All other things being equal, my gut feeling was that my attitude towards highway speeds had the greatest impact on MPG. I have made a point of slowing down to save fuel $$$ and it seems to have worked.
Now the results:
Total number of full-ups: 282
Towing: 258 no, 24 yes
Winter: 199 no, 83 yes
Speed: 195 fast, 87 slow
Oil: 191 dino, 91 synth
Exhaust: 55 large, 277 oem
Towing was an obvious factor in MPG averages:
yes: 12. 6638
no: 17. 5487
F value: 279. 86
Pr > F: <. 0001
SIGNIFICANT
Since towing was so significant I segmented the other results based on tow or no-tow. To keep this thread short (Ha-Ha), the analysis indicated that no other factors show significantly increased MPG when towing. All the remaining analysis listed is based on non-towing fill-ups.
We all know that speed plays an important role in fuel economy. Therefore, it was no surprise when I saw the following results:
Yes: 18. 4498
No: 17. 0903
F value: 79. 56
Pr > F: <. 0001
SIGNIFICANT
Next I looked at the relationship between MPG and the use of oversized tire and winter fuels. I was very surprised to discover that speed is a stronger influence on MPG than winter conditions alone.
Winter alone:
Yes: 17. 9070
No: 16. 7933
F value: 47. 09
Pr > F: <. 0001
SIGNIFICANT
Winter with FAST rating:
Yes: 17. 4831
No: 16. 5630
F value: 27. 84
Pr > F: <. 0001
SIGNIFICANT
Winter with SLOW rating
Yes: 18. 4747 (n=10)
No: 18. 4466 (n=77)
F value: 0. 01
Pr > F: <. 9362
NOT SIGNIFICANT
This appears to indicate that slowing down can offset some of the influence of winter conditions.
If you are still reading this thread, congratulations, I only have a few additional things to add.
The analysis I performed on both the oil and exhaust categories indicated that there was NO significant fuel savings when controlling for speed, towing, and winter driving. So the claims of better fuel economy are really just marketing hype, as when applied to real world situations, the gains are not significant enough for statistics to see.
To summarize, we only need to slow down to increase fuel economy. Since my daily commute includes only 17 highway miles, driving 67-68 mph versus 72 mph takes only one minute more to travel the distance, but I save a significant amount of fuel.