Roy Hodgson takes his team to the Etihad Stadium as they battle for a top-half finish.
Olsson believes that everyone at The Hawthorns is pulling in the right direction.
"We played well against them on Boxing Day," said the Swede. "We know it is a tough place to go but we are up for it. It's nice to play a team like that and try to be good against them.
"Everyone in the dressing room wants to push on and finish as high as possible. If we can take a few more points, we should be up there fighting for the top half and that would be a really good achievement for this club."
West Brom are currently 13th in the Premier League, with 39 points from their 32 games.