Historical Review of Kentucky Derby Pace Parameters

Pace parameters are a series of performance-related numbers based on the pace characteristics of a horse in a race.  Below is presented an historical review and summary of pace parameters for Kentucky Derby starters in prep races at a mile or more on dirt since 1998.  

Using linear regression (involving fractional times and lengths behind) we generate the slope and intercept of the best straight line that models the individual performance where slope is a measure of fatigue and intercept is a measure of early speed inversely related to the slope.  We use the slope and the intercept for a race to calculate a projected time at any distance.  These times include a projected ten-furlong time (10f), a projected turn time in a ten-furlong race (10fTT, the time to negotiate the distance between the six furlong and eight furlong markers) and a projected last quarter-mile time in a ten-furlong race (10fLQ).  Next, we calculate unadjusted Sartin Methodology-based Brohamer pace numbers ("Modern Pace Handicapping", by Tom Brohamer, William Morrow and Company, Inc,. New York, 1991) for the same races.  For our purposes these are limited to a 3Fr (Final Fraction) number which is the speed in feet-per-second from the six furlong call to the finish and a %E (Percent Early) number which is a relative measure of energy used through the six-furlong call.  Speed types display %E figures significantly higher than off-the-pace types, although the absolute numbers are greatly affected by the distance of a race.  We emphasize 3Fr and %E from among the various available Brohamer figures because these are directly related to a horse’s ability to save energy and to finish its races with something left in reserve.  

For each year since 1998, the starters are rank ordered according to the five pace-related parameters derived from Derby prep races at a mile or more on dirt.  They are 1) the fastest 10f; 2) the fastest 10f LQ 3) the fastest 10f TT; 4) the fastest 3Fr; and 5) the lowest %E.  Starters with the top five values in each category pass the initial screen.  In the second screen, only those passing the first screen and which have achieved a PF of -55 or better in a Derby route prep race are considered for the win.  To test the usefulness of this analysis, all qualifiers are bet across the board and in exacta combinations although this approach should not be considered a recommendation of a wagering strategy.  The results are displayed on the right side of the table.  Since 1998, this methodology has identified nine of thirteen winners as well as four exactas and two trifectas.  Since 1998, the Derby winner has been among the top 5 eight times in 3Fr, five times in %E, seven times each in 10fTT and 10fLQ, eight times in 10f,  and nine times in PF.

Because of the pace complications associated with the introduction of the all-weather surface at many tracks in recent years, beginning on 2010 the top 5 in each category was determined by adjusting the raw AWS figures to align them with the dirt figures.  This was done by calculating the average in each category for races on the two surfaces in which the horses ran first, second or third.  Then the difference in the average was added to (or subtracted from, as required) the corresponding figure for each AWS race.  For example, in 2010 the average 3Fr on dirt was 2.09 feet-per-second slower than the average 3Fr on dirt.  Therefore, 2.09 was subtracted from each horse's AWS 3Fr.  After the adjustments were made in each category, the dirt and AWS races were combined and sorted. 
    

1998
10f 10f LQ 10f TT 3Fr %E        
Indian Charlie Halory Hunter Halory Hunter Halory Hunter Halory Hunter        
Real Quiet Real Quiet Real Quiet Nationalore Nationalore        
Old Trieste Nationalore Cape Town Real Quiet Parade Ground        
Halory Hunter Cape Town Indian Charlie Indian Charlie Victory Gallop        
Artax Indian Charlie Nationalore Parade Ground Cape Town        
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Real Quiet 4 -59 1   18.80 8.80 5.80 6.00
Victory Gallop 1 -56 2     13.00 7.60 6.00
Indian Charlie 4 -62 3       4.20 6.00
Halory Hunter 5 -65 4         6.00
Cape Town 3 -75 5         6.00
Artax 1 -60 13         6.00
Parade Ground 2 -51   Exactas: 291.80     60.00
Old Trieste 1 -31            
Nationalore 4              
                 
1999
10f 10f LQ 10f TT 3Fr %E        
Charismatic Stephen Got Even Charismatic Ecton Park Ecton Park        
Adonis Charismatic Stephen Got Even Stephen Got Even Stephen Got Even        
Prime Timber Excellent Meeting Excellent Meeting Charismatic Kimberlite Pipe        
Excellent Meeting K One King Prime Timber Kimberlite Pipe K One King        
Menifee Ecton Park K One King Excellent Meeting Answer Lively        
    Ecton Park            
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Charismatic 5 -64 1   64.60 27.80 14.40 6.00
Menifee 1 -75 2     8.40 5.80 6.00
Prime Timber 2 -59 4         6.00
Excellent Meeting 4 -67 5         6.00
Adonis 1 -72 17         6.00
Ecton Park 3 -50   Exactas: 727.80     40.00
Kimberlite Pipe 2 -50            
Answer Lively 1 -50            
Stephen Got Even 4 -44            
K One King 3 -34            
                 
2000
10f 10f LQ 10f TT 3Fr %E        
Aptitude Impeachment Impeachment Impeachment Impeachment        
Fusaichi Pegasus Deputy Warlock Deputy Warlock Aptitude Ronton        
War Chant Aptitude Aptitude War Chant Anees        
Deputy Warlock Anees Anees Deputy Warlock Wheelaway        
More Than Ready Wheelaway Wheelaway Fusaichi Pegasus Aptitude        
    Fusaichi Pegasus            
    War Chant            
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Fusaichi Pegasus 3 -80 1   6.60 5.60 4.00 6.00
Aptitude 5 -57 2     9.80 5.80 6.00
More Than Ready 1 -69 4         6.00
Wheelaway 2 -57 5         6.00
War Chant 3 -63 9         6.00
Anees 3 -52   Exactas: 66.00     40.00
Deputy Warlock 4 -24            
Impeachment 4 -23            
Ronton 1              
                 
2001
10f 10f LQ 10f TT 3Fr %E        
Startac Startac Startac Startac Fifty Stars        
Point Given Jamaican Rum Jamaican Rum Fifty Stars Startac        
Thunder Blitz Thunder Blitz Thunder Blitz Balto Star Monarchos        
Jamaican Rum Fifty Stars Point Given Point Given Dollar Bill        
Congaree Monarchos Monarchos Monarchos Balto Star        
  Point Given Fifty Stars            
  Talk Is Money Talk Is Money            
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Monarchos 4 -70 1   23.00 11.80 8.80 6.00
Congaree 1 -76 3       7.20 6.00
Thunder Blitz 3 -76 4         6.00
Point Given 4 -65 5         6.00
Balto Star 2 -69 14         6.00
Jamaican Rum 3 -51   Exactas:       40.00
Startac 5 -49            
Talk Is Money 2 -34            
Fifty Stars 4 -5            
                 
2002
10f 10f LQ 10f TT 3Fr %E        
Medaglia d'Oro Lusty Latin Lusty Latin Lusty Latin Lusty Latin        
Lusty Latin Came Home Came Home It'sallinthechase It'sallinthechase        
Came Home It'sallinthechase Medaglia d'Oro War Emblem War Emblem        
Harlan's Holiday Medaglia d'Oro Saarland Came Home Came Home        
Saarland Saarland Blue Burner Medaglia d'Oro Perfect Drift        
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
War Emblem 2 -62 1   43.00 22.80 13.60 6.00
Medaglia d'Oro 3 -75 4         6.00
Saarland 2 -61 10         6.00
Harlan's Holiday 1 -54   Exactas:       12.00
Came Home 3 -48            
Lusty Latin 5 -36            
It'sallinthechase 3 -31            
Perfect Drift 1 -32            
                 
2003
10f 10f LQ 10f TT 3Fr %E        
Atswhatimtalknbout  Atswhatimtalknbout   Atswhatimtalknbout  Empire Maker Lone Star Sky        
Domestic Dispute Empire Maker Empire Maker Lone Star Sky Ten Cents a Shine        
Empire Maker Funny Cide Domestic Dispute Funny Cide Empire Maker        
Funny Cide Domestic Dispute Funny Cide Atswhatimtalknbout  Funny Cide        
Peace Rules Supah Blitz Supah Blitz Domestic Dispute Offlee Wild        
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Funny Cide 5 -56 1   27.60 12.40 8.20 6.00
Empire Maker 5 -58 2     5.80 4.40 6.00
Peace Rules 1 -66 3       6.00 6.00
Atswhatimtalknbout 4 -48   Exactas: 97.00     12.00
Lone Star Sky 2 -39            
Domestic Dispute 4 -38            
Supah Blitz 2 -33            
Offlee Wild 1 -26            
                 
2004
10f 10f LQ 10f TT 3Fr %E        
Imperialism The Cliff's Edge The Cliff's Edge Smarty Jones Smarty Jones        
Smarty Jones Tapit Smarty Jones Pollard's Vision Pro Prado        
Read The Footnotes   Smarty Jones Imperialism Pro Prado Pollard's Vision        
The Cliff's Edge Imperialism Tapit The Cliff's Edge The Cliff's Edge        
Tapit Action This Day Action This Day Borrego Borrego        
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Smarty Jones 5 -74 1   10.20 6.20 4.80 6.00
The Cliff's Edge 4 -64 5         6.00
Read the Footnotes 1 -55 7         6.00
Tapit 3 -58 9         6.00
Borrego 2 -68 10         6.00
Pro Prado 2 -62 13         6.00
Pollard's Vision 2 -67 17         6.00
Imperialism 3 -49   Exactas:       84.00
Action This Day 2 -36            
                 
2005
10f 10f LQ 10f TT 3Fr %E        
Don't Get Mad Don't Get Mad Don't Get Mad Afleet Alex Sun King        
Giacomo Afleet Alex Afleet Alex Sun King Afleet Alex        
Bellamy Road Wilko Wilko Greeley's Galaxy    Greeley's Galaxy        
Wilko Giacomo Giacomo High Limit    Greater Good        
Buzzards Bay Sort It Out Sort It Out Don't Get Mad  High Fly        
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Afleet Alex 4 -63 3       4.60 6.00
Bellamy Road 1 -103 7         6.00
High Fly 1 -68 10         6.00
High Limit 1 -57  20         6.00
Buzzards Bay 1 -42   Exactas:       24.00
Don't Get Mad 4 -21            
Giacomo 3 -23 1          
Greater Good 1 -49            
Greeley's Galaxy 2 -42            
Sun King 2 -50            
Wilko 3 -40            
                 
2006
10f 10f LQ 10f TT 3Fr %E        
Showing Up Bob and John Bob and John Showing Up Sweetnorthernsaint        
Cause to Believe Point Determined Point Determined Sweetnorthernsaint Jazil        
Storm Treasure Deputy Glitters Showing Up Deputy Glitters Deputy Glitters        
Brother Derek Cause to Believe Cause to Believe Point Determined Steppenwolfer        
Point Determined Jazil Brother Derek Keyed Entry Bluegrass Cat        
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Brother Derek 2 -74 4-DH         6.00
Jazil 2 -55 4-DH         6.00
Bob and John 2 -60 17         6.00
Sweetnorthernsaint 2 -55 7         6.00
Bluegrass Cat 1 -32   Exactas:       24.00
Cause to Believe 3 -29            
Deputy Glitters 3 -40            
Keyed Entry 1 -52            
Point Determined 4 -40            
Showing Up 3 -51            
Steppenwolfer 1 -49            
Storm Treasure 1 -33            
                 
2007
10f 10f LQ 10f TT 3Fr %E        
Nobiz Like Shobiz Circular Quay Circular Quay Street Sense Street Sense        
Scat Daddy Tiago Tiago Liquidity Zanjero        
Circular Quay Street Sense Street Sense Zanjero Liquidity        
Street Sense Zanjero Nobiz Like Shobiz Tiago Cowtown Cat        
Tiago Cowtown Cat Zanjero Any Given Saturday   Tiago        
Horse # of Appearances Best Prep PF Derby Finish   W P S Wager
Street Sense  5 -60 1   11.80 6.40 4.60 6.00
Circular Quay 3 -65 6         6.00
Any Given Saturday  1 -60 8         6.00
Nobiz Like Shobiz 2 -55 10         6.00
Cowtown Cat 2 -34   Exactas:       24.00
Liquidity 2 -45            
Scat Daddy 1 -46            
Tiago 5 -45            
Zanjero 4 -54            
                 
2008
10f 10f LQ 10f TT 3Fr %E        
BOB BLACK JACK VISIONAIRE GAYEGO PYRO PYRO        
COLONEL JOHN GAYEGO VISIONAIRE GAYEGO VISIONAIRE        
GAYEGO COLONEL JOHN COLONEL JOHN COLONEL JOHN GAYEGO        
BIG BROWN PYRO BOB BLACK JACK BOB BLACK JACK COLONEL JOHN        
EIGHT BELLES BOB BLACK JACK MONBA VISIONAIRE Z FORTUNE        
HORSE # OF APPEARANCES BEST PREP PF DERBY FINISH   W P S WAGER
BIG BROWN 1 -89 1   6.80 5.00 4.80 6.00
GAYEGO 5 -62 17         6.00
Z FORTUNE 1 -59 10         6.00
BOB BLACK JACK 4 -43   Exactas:       12.00
COLONEL JOHN 5 -45            
EIGHT BELLES 1 -39            
MONBA 1 -42            
PYRO 3 -43            
VISIONAIRE 4 -52            
                 
2009
10f 10f LQ 10f TT 3Fr %E        
MR. HOT STUFF HOLD ME BACK MR. HOT STUFF PIONEEROF THE NILE PIONEEROF THE NILE        
DUNKIRK MR. HOT STUFF HOLD ME BACK MR. HOT STUFF ADVICE        
PIONEEROF THE NILE PIONEEROF THE NILE PIONEEROF THE NILE ADVICE FRIESAN FIRE        
PAPA CLEM CHOCOLATE CANDY CHOCOLATE CANDY PAPA CLEM MR. HOT STUFF        
HOLD ME BACK GENERAL QUARTERS DUNKIRK FRIESAN FIRE GENERAL QUARTERS        
HORSE # OF APPEARANCES BEST PREP PF DERBY FINISH   W P S WAGER
PIONEEROF THE NILE 5 -59 2     8.40 6.40 6.00
CHOCOLATE CANDY 2 -55 5         6.00
FRIESAN FIRE 2 -59 18         6.00
ADVICE 2 -40  

EXACTAS:

      12.00
DUNKIRK 2 -45            
GENERAL QUARTERS 2 -51            
HOLD ME BACK 2 -42            
MR. HOT STUFF 5 -51            
PAPA CLEM 2 -48            
                 
2010
10f 10f LQ 10f TT 3Fr %E        
DEVIL MAY CARE HOMEBOYKRIS HOMEBOYKRIS HOMEBOYKRIS HOMEBOYKRIS        
HOMEBOYKRIS LOOKIN AT LUCKY LOOKIN AT LUCKY SIDNEY'S CANDY SIDNEY'S CANDY        
ICE BOX ICE BOX ICE BOX LOOKIN AT LUCKY AMERICAN LION        
CONVEYANCE STATELY VICTOR STATELY VICTOR AMERICAN LION LOOKIN AT LUCKY        
SIDNEY'S CANDY NOBLE'S PROMISE NOBLE'S PROMISE STATELY VICTOR STATELY VICTOR        
HORSE # OF APPEARANCES BEST PREP PF DERBY FINISH   W P S WAGER
AMERICAN LION 2 -64 11         6.00
CONVEYANCE 1 -41            
DEVIL MAY CARE 1 -51            
HOMEBOYKRIS 5 -31            
ICE BOX 3 -50            
LOOKIN AT LUCKY 4 -37            
NOBLE'S PROMISE 2 -37            
SIDNEY'S CANDY 3 -54            
STATELY VICTOR 4 -49            
                 
2011
10f 10f LQ 10f TT 3Fr %E        
DERBY KITTEN BRILLIANT SPEED BRILLIANT SPEED BRILLIANT SPEED BRILLIANT SPEED        
DIALED IN TWINSPIRED DERBY KITTEN DERBY KITTEN TWINSPIRED        
MIDNIGHT INTERLUDE DERBY KITTEN TWINSPIRED TWINSPIRED DERBY KITTEN        
TWICE THE APPEAL DIALED IN DIALED IN DIALED IN MUCHO MACHO MAN        
BRILLIANT SPEED MUCHO MACHO MAN MUCHO MACHO MAN MUCHO MACHO MAN DIALED IN        
HORSE # OF APPEARANCES BEST PREP PF DERBY FINISH   W P S WAGER
BRILLIANT SPEED 5 -55 7         6.00
CONVEYANCE 1 -41            
DEVIL MAY CARE 1 -51            
HOMEBOYKRIS 5 -31            
ICE BOX 3 -50            
LOOKIN AT LUCKY 4 -37            
NOBLE'S PROMISE 2 -37            
SIDNEY'S CANDY 3 -54            
STATELY VICTOR 4 -49            
                 
        TOTALS =   1395.00 152.20 121.00 708.00
                 
    ACROSS-THE-BOARD + EXACTAS: WIN:   1668.20      
        BET:   708.00      
        PROFIT:   960.20      
        ROI:   136%      
                 
    WIN ONLY + EXACTAS: WIN:   1395.00      
        BET:   496.00      
        PROFIT:   899.00      
        ROI:   181%