For posterity.A considerable amount of effort to demonstrate effectively nothing, unfortunately.
Simply listing extreme spread values either as individual groups or as averages tells an outside observer nothing of value for how the ammo is actually performing in each rifle. Showing the actual targets without the measurements would have been much more informative.
The number of rifles/barrels used is very small, and I presume the barrel profiles/diameters to be similar. Failure to include a diverse set of barrel diameters and profiles limits the conclusions that may be drawn from any generated data, restricting the extrapolation of results.
Only one brand of ammo was used, where the manufacturer uses the same load recipe then grades the resultant product according to internal standards. Consistency of lots may indeed vary, however the overall behaviour of each lot will be similar, no drastic change to the recipe occurs lot-to-lot. Failure to test multiple brands of ammo, which is the only way to test different load recipes, restricts conclusions to "The particular tested barrels shot similar group size ES values with one ammo recipe". A conclusion of limited utility.
This experiment doesn't come close to making any sort of definitive determination about how different barrels shoot different ammo, because different ammo was not used. Only one type was, and the ES values could simply be coincidental, though they are more likely the result of vertical due to velocity variation. Velocity variation is only one factor in vertical, the other is barrel launch angle. Barrels with similar profiles could be presumed to have similar min/max launch angles, so similar ES values on target also make sense considering this. Not actually seeing the resultant groupings again limits how an outside observer can analyze and interpret results. They can't.
You are welcome for the peer review on your research project. It was my pleasure.
I have all the target images without measurements. Unfortunately this idea is not very well thought out. It's unrealistic and senseless.Simply listing extreme spread values either as individual groups or as averages tells an outside observer nothing of value for how the ammo is actually performing in each rifle. Showing the actual targets without the measurements would have been much more informative.

I love this! Great work!A statistically valid sample?
Ten-shot groups are much more robust than five-shot groups. They are a more accurate measure because they reduce the element of luck, whether good or bad, that can more easily distort five shot groups. While five shot groups can tell you “this rifle can sometimes shoot small,” ten shot groups tell you much more about “this is what the rifle actually does.”
Comparing thirty or more groups per rifle is a strong sample size. The more groups shot, the “steadier” or more reliable the average becomes. In short, the more groups compared, the more good or bad luck is “smoothed” out. The more mathematically and statistically inclined would say the “standard error” becomes small and the average is reliable.
Two types of ammo actually, I agree that there was a small number of rifles, but they were "comparable" rifles, so that is good.A considerable amount of effort to demonstrate effectively nothing, unfortunately.
Simply listing extreme spread values either as individual groups or as averages tells an outside observer nothing of value for how the ammo is actually performing in each rifle. Showing the actual targets without the measurements would have been much more informative.
The number of rifles/barrels used is very small, and I presume the barrel profiles/diameters to be similar. Failure to include a diverse set of barrel diameters and profiles limits the conclusions that may be drawn from any generated data, restricting the extrapolation of results.
Only one brand of ammo was used, where the manufacturer uses the same load recipe then grades the resultant product according to internal standards. Consistency of lots may indeed vary, however the overall behaviour of each lot will be similar, no drastic change to the recipe occurs lot-to-lot. Failure to test multiple brands of ammo, which is the only way to test different load recipes, restricts conclusions to "The particular tested barrels shot similar group size ES values with one ammo recipe". A conclusion of limited utility.
An ANOVA with some other controlled variables (rifles, barrels, the already established lots) would be interesting to examine.I love this! Great work!
It has been a long time since I had anything to do with Statistics. The work I did was efficacy studies for agricultural feed ingredients.
The number of Reps for each test group (in this case, a particular rifle with a particular ammo) can skew data; I agree, too few reps can result is very random results, while too many will artifically smooth data; that is, the effect of "fliers" becomes negated, yet the fliers can tell a lot about what is happening. I performed the trials and contracted out the analysis. There are statistical formulae that statisticians use to determine the optimal number of repps per group, and the optimum number of groups included with a trial. If only two groups, I believe they will apply "Students T Test". If three or more, "ANOVA" (analysis of variation) is used to determine statistical signficance. In this case, these "tests" could be used to predict the frequency of results (how often you get a big one, an average and a minimal, sized the groups for both the individual rifles and the types of ammo.
That would be a daunting task indeed.
A commonality among some. lol I think there’s meds for small man syndrome!!I have all the target images without measurements. Unfortunately this idea is not very well thought out. It's unrealistic and senseless.
Why? It's simply not practical. There are around 660 target sheets for over 2000 ten-shot groups. One lot alone would have an average of about 66 target sheets. (See below for an example of a target.)
Comparing these targets would be a mind-numbing overload of information. No one would compare 60 plus targets for a single lot let alone a total well over 600. It's absurd.
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Maybe but next time maybe not! Only shooting it will show its potential! Like asking what ammo works best!! Whatever lot number you can find of whatever ammo that happens to be!! To say this gun shoots this brand best is just “It has shot this well before.” but maybe not as great the next time. Lot number are sometimes not miles apart but many times many miles apart. Extremely frustrating when it’s Lapua Exact. Ask Jerry from Mystic, he knows firsthand of what I speak.I did find other ammo (RWS Special Match, SK Rifle Match) that did seem to prefer one barrel over the other.
It’s actually one of the biggest variations I’ve seen in any kind of ammo testing !! Like I said before, even the top tier ammo manufacturers don’t use this variety for testing!! I’d like to see another example with this variety as well as the amount of lot numbers and the number of rounds and targets to complete this!I agree that there was a small number of rifles,re,
Valid point. I should have said that I was comparing the same lots from one barrel to the other BUT, when I was lot testing Center-X I had variations that were of a similar order, lot to lot. One problem is that 10 shot groups is a good indicator but maybe not good enough to spearate lots definitively. As most of you know, Bryan Litz recommended 30 rd groups as the minimum statistically significant, but does anyone have the time or cash for that?Maybe but next time maybe not! Only shooting it will show its potential! Like asking what ammo works best!! Whatever lot number you can find of whatever ammo that happens to be!! To say this gun shoots this brand best is just “It has shot this well before.” but maybe not as great the next time. Lot number are sometimes not miles apart but many times many miles apart. Extremely frustrating when it’s Lapua Exact. Ask Jerry from Mystic, he knows firsthand of what I speak.
Funny you say that. I only tried 1 lot of X-Act and it was terrible in my gun. I tried it in different weather and different ranges; never performed. I believe it to be a poor lot, but I am reluctant to spend the money to prove it!Maybe but next time maybe not! Only shooting it will show its potential! Like asking what ammo works best!! Whatever lot number you can find of whatever ammo that happens to be!! To say this gun shoots this brand best is just “It has shot this well before.” but maybe not as great the next time. Lot number are sometimes not miles apart but many times many miles apart. Extremely frustrating when it’s Lapua Exact. Ask Jerry from Mystic, he knows firsthand of what I speak.
I have tried quite a few lots of Lapua Exact and have never been impressed with any of them. One was what Id consider OK and thats being generous. Center X can be amazing but more often its lack lustre. Ive had more success with SK LRM and the last time I was able to lay hands on Lapuas Long range variants, it performed very well. Ive also had an exceptional lot of Eley Semi Auto Benchrest thats great in my custom semi as well as a Vudoo and an Anschutz. The only real way to know is shooting a bunch of rounds and finding out what ur gun likes to eat. Distance also matters so thats another factor for consideration.Funny you say that. I only tried 1 lot of X-Act and it was terrible in my gun. I tried it in different weather and different ranges; never performed. I believe it to be a poor lot, but I am reluctant to spend the money to prove it!
Yes, he frequently suggested shooters shoot six groups of five shots to begin to reach valid conclusions.Bryan Litz recommended 30 rd groups as the minimum statistically significant



























