Another season and another missed opportunity for the Milwaukee Bucks.

Prior to the season shutting down in March amid the coronavirus pandemic, the Bucks were the team to beat in the NBA.

But Giannis Antetokounmpo and the Bucks were not the same inside the Orlando bubble at Walt Disney World Resort – the Eastern Conference top seeds eliminated by the Miami Heat 4-1 in the semi-finals.

While superstar Antetokounmpo claimed back-to-back MVP honours, there are more questions than answers in Milwaukee, where the Bucks are still waiting for their first championship since 1971.

Antetokounmpo is also set to become a free agent at the end of the 2020-21 season, and he is eligible for a max contract extension worth around $254million this offseason.

As the ageing Bucks try to pick up the pieces and provide adequate support for Antetokounmpo in pursuit of NBA glory, we review Milwaukee's season using STATA data.

Bucks fall short… again

In 2018-19, the Bucks finished with the best regular-season record at 60-22 as Antetokounmpo earned his first MVP award. But Milwaukee went down to eventual champions the Toronto Raptors 4-2 in the Eastern Conference finals.

This season, the Bucks owned a league-best 56-17 record, but their form faded dramatically following the restart. Milwaukee became the first team in NBA history to have more losses (4-9) in their final 13 regular-season games than they did in the entire campaign prior to that (52-8).

Unconvincing against the eighth-seeded Orlando Magic in the first round, the Bucks were no match for Jimmy Butler and the red-hot Heat as their wait for a first NBA Finals appearance since 1974 goes on.

The Bucks are the second team ever to have the outright best record in the NBA two seasons in a row and not reach the Finals in either season, along with the Cleveland Cavaliers in 2008-09 and 2009-10.

Giannis struggles from the line

For all his remarkable skill, Antetokounmpo's shooting remains an Achilles heel. The "Greek Freak" and his free-throw shooting was a lot worse this season – it was the third largest season-to-season decline in NBA history among players with at least 600 attempts in both campaigns.

In 2018-19, Antetokounmpo was 72.9 per cent from the line but he was just 63.3 per cent this season, a differential of 9.6 per cent. San Antonio Spurs great Tim Duncan tops the list with a difference of 14.3 per cent from 1999-2000 to 2000-01, ahead of Los Angeles Lakers star Shaquille O'Neal (13.2 per cent from 2002-03 to 2003-04).

To put things into context, Antetokounmpo missed 231 free throws during the regular season, and the Bucks' 17 losses during the regular season were by a combined 157 points.

When Giannis is shooting well from the free-throw line, the Bucks are usually winning. Over the past two seasons (regular season and playoffs), Milwaukee have a record of 61-8 (88.4 per cent) when he makes at least 70 per cent of his free throws in a game – including a 9-0 record in the playoffs. So him making more shots from the line could be a key to their future success.

Antetokounmpo's health and fitness

The 25-year-old, who averaged 29.5 points, 13.6 rebounds and 5.6 assists per game during the regular season to become the first player to receive MVP honours in successive seasons since Golden State Warriors star Stephen Curry in 2015 and 2016, missed Milwaukee's Game 5 loss to the Heat due to an ankle injury.

Antetokounmpo re-injured his right ankle in Game 4 but sat out the must-win clash as the Bucks departed the playoffs, despite Khris Middleton's best efforts.

Over his career, Antetokounmpo has played at least 35 minutes in less than half of his playoff games (21 of 43). Lakers superstar LeBron James (224 of 249), on the other hand, has done that in 90 per cent of his playoff games.

Antetokounmpo led the Bucks with 30.4 minutes per game during the regular season. In NBA history, there has only been one team to win the NBA title without having a player average at least 32 minutes per game in the regular season: the 2013-14 Spurs.

So basically, if the Bucks are going to win a title, they are likely going to need their star player to play more minutes.

Three-point defending

As good as the Bucks are, they are obviously not without their flaws.

Three-point defense was a big issue in the regular season and playoffs in 2019-20. Milwaukee allowed 14 three-pointers per game in the regular season and 15 in the playoffs, both of which were the most in NBA history (minimum 10 games for the playoffs).

Mike Budenholzer and the Bucks have plenty to figure out heading into 2020-21.