The Big Boy was handicapped by the poor quality 8000+ BTU coal that UP used. N&W used coal having over 14,000 BTUs. NYC "passenger coal" was 13,800 BTU/lb.
The "running drawbar pull", as Rich stated, is what determines the drawbar HP of a steam locomotive. As a matter of fact, there is no way to measure horsepower directly....the pounds of pull are measured along with the speed at which the DB pull was measured. Multiply the speed in mph with the DB pull at the tender coupler in pounds, divide by "375" and you have the drawbar HP AT THAT SPEED.
The N&W A class was measured by PRR in over the road testing to have 5200 drawbar HP, not 6300. (An old N&W Mechanical Dept. employee by the name of Bob Hord, now deceased, told me that Pond was "embarrassed" that the 6300 number ever got out....). He also told me that on the steam and diesel tests on N&W using four EMD F units, that the N&W "hot oiled" all of the journals in the train for the steam runs. EMD also set their injectors higher, and evidently neither side was aware of the "efforts" of each camp to make their champion win.....
He also told me that a J on occasion reached 105 mph eastbound whenever the train was late out of Crewe, as they could leave Crewe 20 minutes late and arrive at Norfolk on time.
The N&W J class was measured, per Pond, in a Railway Mechanical Engineer article dated June 1946 as having a maximum of 5028 DBHP at 41 mph.
In service, a N&W J could handle a 15 car passenger train from Roanoke to Bluefield. In practice, per Ken Miller's book on the J, the average trailing cars on the Cavalier was 12 westbound (Norfolk-Cincinnati) and 13 eastbound (page 77), not 16.
The J's were (are) great locomotives, and they, as all N&W power, were optimized for N&W and for specific service. In particular, the use of 70" drivers may have been to minimize driving wheelbase length for better performance in curvature.
As a railroad fleet, N&W steam was probably the most efficient. To compare on a roster size basis with NYC, for example, which had "hundreds" of WWI Mikes and over 1000 0-8-0's, this would be misleading. As an example, a NYC Niagara boiler could evaporate more water per hour than a N&W J, while burning less coal. (The Niagara over-the-road peak evaporation, confirmed in tests, was over 117,000 Lb. per hour, exceeding an N&W Class A Mallet.) So N&W "did not boil water" better than everyone else.....
My comments re the N&W J as a "freight design" was the result of a comparison of other Northerns that ran in N&W territory. here are two:
C&O J-3
Calculated starting tractive effort: 68,300
Booster 12,400
Drivers 72" (The C&O diagram book says 73")
Cylinder Dia.and stroke: 27-1/2 x 30"
Adhesive weight: 282,400 lb.
Western Maryland 1400 series
Calculated starting tractive effort: 70,600.
Drivers 69"
Cylinder Dia. and Stroke: 26-1/2 x 32"
Adhesive weight: 290,000 lb.
The C&O was principally a passenger engine until near the end of its service life, when it hauled freight. The WM was a freight design.
And here is a NKP Berk:
Calculated starting tractive effort: 64,100
Drivers 69"
Cylinder Dia. and stroke 25 x 34"
Adhesive weight: 264,300 lb.
Obviously a freighter (see driver size), but a high speed freighter (see cylinder diameter)
Cylinder diameter and stroke, and driving wheel diameter determine the speed range at which maximum drawbar HP occured, and this was adjusted for each railroads' ruling grade, tonnage to be hauled, etc. As a good example, the C&O 2-8-4 has the same grate area, heating surface, etc etc as a NKP 2-8-4. However, the C&O 2-8-4 has 26" cylinders, a booster, and much more adhesive weight (293,100 lb.) for service in heavily graded territory.
High speed Northerns, that is, those designed to run at high speeds on a daily basis, had 79-80" drivers and cylinders around 25" in diamater, to provide peak HP at much higher speeds than the N&W J.
You would need a book to compare C&O operations vs. those of N&W. Over 76% of N&W revenues right after WW II were from coal, and N&W never did have the number of branches that C&O did. (Look at each RRs map.) So operationally, N&W could be more efficient in all areas from the types of freight cars to the types of locomotives. N&W did not correct their reliance on one principal commodity until they merged with the Southern, and acquired NKP and Wabash in the 1960's.