The NBA is becoming a noisy league, and narratives often drive voting for season awards. That has been the case recently with Coach of the Year voting, where the league's best record doesn't automatically earn the award. Dwane Casey led the Raptors to the top spot in the East over LeBron James and the Cavs in 2018, Milwaukee coach Mike Budenholzer brought Giannis Antetokounmpo to an MVP level in 2019, and the Toronto Raptors' Nick Nurse led the Toronto to 53 wins post-Kawhi in 2020.

When betting on the NBA for subjective awards, consider storylines that will make national news - and grab attention of the media voters - as you debate which coach to place your bets on. Performance and wins are a large part of it, but the narrative driven before and after games will also weigh heavily on who brings home the award.

2021-22 NBA Coach of the Year Odds

All odds via PointsBet are current as of publication but subject to change. Get the latest NBA futures odds here

It’s no surprise that the leaders of some of the game’s best teams are on the top of this list at sportsbooks and betting sites. Steve Nash will have plenty of ego-managing to do on a Nets team with Kevin Durant, James Harden,and Kyrie Irving. Monty Williams brought the Suns to the NBA Finals a season ago and narrowly lost out Coach of the Year to Tom Thibodeau. The Warriors will be back in the national spotlight as Steve Kerr looks to earn Coach of the Year honors for a second time.

A few teams were busy in free agency to improve their groups and could earn Coach of the Year consideration. The Lakers added 10 new faces as they look to get back to the NBA Finals, while the Bulls brought in Lonzo Ball and DeMar DeRozan as they look to get back to the playoffs. Frank Vogel and Billy Donovan will each have a case if they can accomplish those goals, so be sure to keep and eye on their NBA odds on your favorite popular betting apps.

NBA Coach of the Year Betting Tips

Coaching still matters in today's NBA despite how star-driven the game has become. The Coach of the Year award has been given out since 1963. Harry Gallatin earned the first honors after the St. Louis Hawks improved from 29-51 to 48-32, second best in the five-team Western Division.

Gallatin won the award just once, but eight coaches have won the award multiple times. Don Nelson, Pat Riley and Gregg Popovich have each won it three times, while five others have won twice. Because there are different winners just about every season it's tough to find trends, unlike betting NBA games against the spread or over/under. However, we've managed to find four trends over the last couple decades that should help your NBA betting picks for Coach of the Year.

The Best Coaches Simply Win

OK, so we're not exactly starting with a surprise. It's true the Coach of the Year winners win games, but it goes beyond that. They win an incredible number of games. Consider that from 2003 to 2021, a span of 19 winners, the Coach of the Year won on average a remarkable 58.6 games. Steve Kerr earning Coach of the Year honors for the 73-win Warriors skews the data a bit, but these numbers speak for themselves; 11 teams won 58 or more games, and only the Raptors in 2007 and Knicks in 2021 won fewer than 50 games under Sam Mitchell. The point here is that only the best of the best teams win Coach of the Year.

Those teams finished first in their respective conference 10 of 18 times, two finished second and three more finished third. You give yourself a much better chance if you can locate a team that will finish near the top of the West or East.

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Year-to-Year Improvement

And speaking of great teams, they usually come somewhat out of nowhere as far as Coach of the Year is concerned. When it comes to this award, improvement is just as important as success itself. Coaches who have guided great teams to top records rarely get credit for it in this category if they do it a second or third consecutive year.

What's more important here is taking a good team and making it great, or a great team and making it historic. From 2013 to 2021, the Coach of the Year's team increased its win total by an average of 13.6 games.

Remember to look for a big jump. If a team reached 50 or more games the previous season, the head coach isn't going to get as much credit the following year unless they make another significant leap.

All-Stars and MVPs

Great coaches are great coaches, but having a little help along the way never hurt. Of the teams from 2001 to 2021, 18 of them had members of an All-NBA Team, with 10 of those coming on the First Team. That means half of the Coaches of the Year this century had one of the league's five best players on their team, and 18 of those coaches had an All-Star. It's fine if a coach can guide a gritty, under-the-radar team and turn a bunch of mediocre players into a great group. It just won't result in a Coach of the Year award. Star power weighs heavily.

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Offense Over Defense

As hinted at above, the kind of teams that are winning Coach of the Year lately tend to score a lot of points. From 2001 to 2011, five Coach of the Year winners had top-6 defenses and only four had top-6 offenses. A stout defense was more likely to gain you recognition than a fancy offense. But there was a shift around the time the Golden State Warriors began changing the landscape of the league.

Offense has reigned supreme for some time now, and it matters most in the mind of the media members who vote for Coach of the Year. Similar to NBA MVP betting, scoring matters. From 2012 to 2021, eight of 10 Coach of the Year winners had top-6 offenses, and three of them actually had defenses that ranked outside the top-10.

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The best coaches recognized are ones who win with high-powered offenses. Don't try and outsmart yourself by digging for a diamond in the rough. A team might go from the NBA Draft Lottery to contending for a playoff spot, and that coach may have done a great job taking them there. But the Coaches of the Year are ones who will have their teams playing late into May and potentially into June.