The away side have a game in hand on Leeds and could move two points clear of the Whites before Sunday.
Burnley were denied a point against Tottenham last time out after Harry Kane scored a controversial penalty.
Ashley Barnes was adjudged to have handled the ball in the box, and after a lengthy VAR check, a spot kick was awarded.
The Clarets pushed in the second half and had chances to take something.
And if they play like that on Thursday, the away side stand a good chance of claiming some valuable points.
Meanwhile, Steven Gerrard's team are still chasing a top-ten finish and will want to end the season on a high after an average campaign.
Burnley's fate is in their hands, but they need to take at least a draw from this fixture. If they don't, Leeds will probably be favourites to stay up.
Aston Villa v Burnley: talkSPORT coverage
This Premier League clash will take place on Thursday, May 19 at Villa Park with kick off at 8pm.
Commentary will come from Sam Matterface and former Burnley striker Chris Iwelumo.
To tune in to talkSPORT or talkSPORT 2, click HERE for the live stream.
App iPhone - Download from the Apple store
Android - Download from Google Play
Radio - talkSPORT is available across the United Kingdom via DAB digital radio and on 1089 or 1053 AM
TV - Listen to talkSPORT through your TV on the following channels: Sky: Channel 0108 Virgin Media: Channel 927 Freeview: Channel 723 Freesat: Channel 731
Aston Villa v Burnley: Team news
The home side were without Kortney Hause and Leon Bailey in the 1-1 draw with Crystal Palace on Sunday, so it remains to be seen if they are passed fit.
However, Jacob Ramsey returned from injury off the bench against the Eagles, so he has a good chance of starting this one.
Apart from that, Gerrard hasn't got any other injury concerns to worry about.
Meanwhile, the visitors have lots.
They will definitely be without Ashley Westwood and Johann Berg Gudmundsson.
Jay Rodriguez and Ben Mee are also likely to miss out once again.
James Tarkowski is also a doubt for the Clarets after being substituted against Villa at Turf Moor, and he subsequently missed the Spurs match.
Aston Villa v Burnley: What has been said?
Burnley interim manager Mike Jackson after the defeat to Tottenham: "I'm annoyed but I'm proud of the group. They gave a right go. There's a sign of fighting spirit. I don't want to take my annoyance out on something when they played so well."
Aston Villa boss Steven Gerrard after the draw with Palace: "We needed to take control of that and take maximum points today but my players are frustrated and I really like it.
"Hopefully, we can take that frustration out on Burnley on Thursday night because if we want to be a more consistent team at home, we have to be more ruthless and clinical in front of goal."
Aston Villa v Burnley: Match stats
Burnley have won 38% of their Premier League games on Thursdays (3/8), their best win rate on a single day of the week. Those three wins have come in their last five such games (D1 L1), with the Clarets also keeping four clean sheets in that run.
Following their 3-1 win at Turf Moor earlier this month, Aston Villa are looking to complete their first league double over Burnley since the 1925-26 campaign. They won 10-0 against them at Villa Park that season, their joint-biggest margin of victory in their Football League history.
Burnley have lost just one of their last seven away league games against Aston Villa (W3 D3), going down 5-2 in February 2010. They're unbeaten in their last three league visits to Villa Park, only having a longer run without defeat there once (4 games between 1930 and 1947).
Aston Villa have won their final home league game in each of the last two seasons, beating Arsenal 1-0 in 2019-20 and Chelsea 2-1 last term. They last won their final home game in three consecutive campaigns between 2000-01 and 2002-03.
Burnley have lost their final away league game in four of the last five seasons, winning the other against already relegated Norwich City in 2019-20.
Aston Villa haven't won any of their last seven midweek (Tuesday, Wednesday, Thursday) Premier League home games (D3 L4) since a 1-0 win against Arsenal in July 2020.
Aston Villa have opened the scoring in each of their last four Premier League games, their longest run since a run of five in April/May last season. However, the Villans have failed to go on to win either of their last two, losing 2-1 against Liverpool and drawing 1-1 with Crystal Palace.
Burnley have won just two of their last 19 Premier League away games (D7 L10), with only bottom side Norwich (11) scoring fewer goals on the road this term than the Clarets (15).
Only already-relegated sides Norwich (21) and Watford (18) have failed to score in more different Premier League games this season than Burnley (16). Only in 2014-15 (18) and 2020-21 (17) have the Clarets failed to find the net in more different Premier League matches.
Aston Villa's Ollie Watkins has scored three goals in his last four Premier League games, as many as he had in his previous 14 league appearances. If he scores here, it will be his 50th home goal in English league football (excluding play-offs).