Chelsea and England forward Fran Kirby was the leading player in this season’s Women’s Super League – according to statistics from Carteret Analytics.

Second-placed Manchester City had four players included – Steph Houghton, Lucy Bronze, Caroline Weir and Chloe Kelly.

The rest of the team came from West Ham, Arsenal and Manchester United.

Kirby, 27, received the highest score of 380.8 from Carteret, who analysed every outfield player’s performance in five categories – defensive, discipline, game changer, game control and offensive.

Arsenal’s Vivianne Miedema picked up the second best total of 357.4 after a season where she scored 18 league goals.

Manchester City’s Kelly was next with a mark of 289.6 following 10 goals and 11 assists, although there was no place in the team for Chelsea’s Sam Kerr, the WSL’s top goalscorer with 21 goals.

Three different teams were also represented in midfield with Manchester United’s Ella Toone (268.8), Arsenal’s Jill Roord (268.1) and Manchester City’s Weir (263) all named.

Weir’s team-mates Bronze (252) and Houghton (235.5) were among the defenders, along with Katie McCabe of Arsenal (261.5) and Manchester United’s Millie Turner (215.5).

The goalkeepers were assessed according to discipline, distribution, game changer, game control and shot-stopper, with West Ham’s Mackenzie Arnold coming out on top (228.9).

The Women’s Super League ‘Team of the Season’ (with Carteret Analytics score)

• Goalkeeper – Mackenzie Arnold (West Ham, 228.9)
• Left-back – Katie McCabe (Arsenal, 261.5)
• Central defender – Millie Turner (Manchester United, 215.5)
• Central defender – Steph Houghton (Manchester City, 235.5)
• Right-back – Lucy Bronze (Manchester City, 252)
• Midfield – Jill Roord (Arsenal, 268.1)
• Midfield – Caroline Weir (Manchester City, 263.0)
• Midfield – Ella Toone (Manchester United, 268.8)
• Forward – Fran Kirby (Chelsea, 380.8)
• Forward – Vivianne Miedema (Arsenal, 357.4)
• Forward – Chloe Kelly (Manchester City, 289.6)