Data-Driven Fantasy Premier League Strategy: Fixtures, xG, and Player Value - Episode Hero Image

Data-Driven Fantasy Premier League Strategy: Fixtures, xG, and Player Value

FPL Harry · · Listen to Original Episode →
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TL;DR

  • Manchester City's strong season-long expected goals (xG) and favorable upcoming fixtures position them as a top priority for transfers, with Phil Foden and Oleksandr Zinchenko highlighted as key assets.
  • Manchester United's attacking potential is tempered by key players departing for the African Cup of Nations, suggesting potential regression despite Bruno Fernandes's consistent form.
  • Newcastle's defensive data has declined significantly over the last six games, exacerbated by injuries, making their defensive assets a riskier proposition despite some favorable fixtures.
  • Bournemouth's players like Dominic Solanke offer a short-term punt opportunity due to favorable fixtures, but a clear plan to move them on within two gameweeks is essential.
  • Arsenal's defense remains strong despite recent injuries, but their attacking assets like Bukayo Saka, while providing assists, show lower expected goal data than desired.
  • Midfield options are dominated by Phil Foden and Bruno Fernandes, with Matheus Cunha a potential third or fourth choice, though his role and team performance warrant caution.
  • Forward options like Erling Haaland and Darwin Núñez remain top choices, with Jarrod Bowen emerging as a potential second or third forward option due to strong upcoming West Ham fixtures.

Deep Dive

The Fantasy Premier League (FPL) landscape for Gameweek 17 emphasizes proactive player acquisition based on upcoming fixture strength and underlying statistical performance. Manchester City and Liverpool emerge as prime targets due to favorable schedules and consistent attacking metrics, while other teams present short-term punt opportunities or require strategic divestment due to declining form or player availability issues, such as the African Cup of Nations.

The core strategic implication is the necessity of aligning player selection with fixture tickers, prioritizing teams with strong "Expected Goals" (xG) and "Expected Goals Conceded" (xG) over the season, rather than solely relying on recent form. For instance, Manchester City's dominance in xG creation and strong defensive metrics, coupled with favorable fixtures, makes players like Phil Foden and Oleksandr Zinchenko high-priority targets. This data-driven approach highlights a shift from reactive transfers to a more predictive model, where understanding team trends and individual player metrics is crucial for maximizing points. The text also implicitly suggests that short-term gains from "punt" players on teams like Bournemouth must be weighed against their limited long-term fixture appeal. This creates a tension between immediate point potential and the need for sustainable team structure, forcing managers to plan for player rotation or sale within a few gameweeks.

Ultimately, successful FPL strategy in Gameweek 17 hinges on a dynamic assessment of team fixtures, player form, and underlying statistical data, with a particular focus on capitalizing on teams with strong upcoming schedules like Manchester City and Liverpool. This approach necessitates forward-thinking, anticipating player performance based on data rather than solely reacting to past results, and understanding the transient nature of "punt" opportunities versus long-term investments.

Action Items

  • Audit team roster: Identify 3-5 players with declining expected goal involvement (xGI) per 90 minutes despite recent returns.
  • Track player minutes: Monitor 2-3 key players for consistent playtime (over 60 minutes per game) to assess long-term value.
  • Analyze fixture difficulty: For 3-5 teams, compare upcoming fixture difficulty against current defensive and offensive performance metrics (xG, xGC).
  • Evaluate player form vs. fixtures: For 3-5 midfielders, assess the correlation between recent performance data and upcoming fixture strength to predict future returns.
  • Measure team defensive regression: For 2-3 teams showing a significant increase in expected goals conceded (xGC) over the last six games, investigate contributing factors.

Key Quotes

"The first thing that stands out is manchester city are now right at the top of the fixture ticker they weren't quite up there last week because of the fixture they had to crystal palace but they ended up winning that 3 0 regardless if you're looking to buy players this week someone like a phil foden if you don't own him taking a punt on someone like a riyahd mahrez or going defensively for someone like an oleksandr zinchenko are definitely going to be top priority."

FPL Harry highlights Manchester City's favorable upcoming fixtures, indicating they are a prime target for player acquisitions. Harry suggests specific players like Phil Foden, Riyad Mahrez, and Oleksandr Zinchenko as top priorities for FPL teams based on this fixture advantage.


"Looking at defenders to buy this week it is the manchester city trio with west ham at home in terms of output oleksandr zinchenko has the highest expected goal involvement per 90 with 0 25 and also nathan aké has just gone to afcon i don't really see any reason to buy any of the others over buying him unless you just want to go for a differential for the sake of having someone different to what most people are buying he's also the most popular so you're likely to gain the most value on him but if you did want to look elsewhere nunes at a similar price has slight competition for someone like a kyle walker at right back and john stones plays pretty much every game but he is slightly more expensive than the other two i just think that oleksandr zinchenko is the obvious one to go with with the attacking data being nailed at the moment and the amount of minutes he looks like he can play outside of that at arsenal i quite like calum chambers."

FPL Harry identifies Oleksandr Zinchenko as a top defensive target due to his high expected goal involvement and favorable fixtures, even with Nathan Aké departing for AFCON. Harry also notes Calum Chambers as a good option for Arsenal, suggesting he offers value and potential rotation benefits.


"Now looking at defenders to buy this week it is the manchester city trio with west ham at home in terms of output oleksandr zinchenko has the highest expected goal involvement per 90 with 0 25 and also nathan aké has just gone to afcon i don't really see any reason to buy any of the others over buying him unless you just want to go for a differential for the sake of having someone different to what most people are buying he's also the most popular so you're likely to gain the most value on him but if you did want to look elsewhere nunes at a similar price has slight competition for someone like a kyle walker at right back and john stones plays pretty much every game but he is slightly more expensive than the other two i just think that oleksandr zinchenko is the obvious one to go with with the attacking data being nailed at the moment and the amount of minutes he looks like he can play outside of that at arsenal i quite like calum chambers."

FPL Harry emphasizes Oleksandr Zinchenko as the premier defensive choice due to his strong attacking output metrics and consistent minutes, particularly with Nathan Aké unavailable. Harry also points to Calum Chambers as a viable alternative from Arsenal, highlighting his potential for rotation and affordability.


"Moving into midfield it really is the big two at the moment it is phil foden and it is bruno fernandes i'll be last to pick between them if you could only buy one this week and based off the fixture i would be buying phil foden now of course there are cup games for manchester city on wednesday evening so keep an eye with the amount of minutes that someone like phil foden plays in that but with mahrez going off to afcon with the injury to doku i don't expect us to have any concerns about minutes for phil on the horizon bruno fernandes is next if you want to double up i would have a look at matheus cunha again a slight word of caution without the likes of brian and burmo and amad i do expect them to get a little bit worse plus they go away to villa and at home to newcastle and away at villa they're also without casemiro i don't think this is the best fixture for some of those man united assets but still long term i'm liking them and cunha's attacking data over the past couple of games has been really good but again he has been playing up front while sessegnon has been out and i expect sessegnon to come back in with cunha dropping back to number 10 where he wasn't quite as good so just a little bit of caution but i still like him as probably a third or fourth midfielder if you have the money though i still like saka some of the upcoming fixtures for them are not as good his expected goal data is not quite what we want but he is picking up assists and he is great for bonus and we've seen that in game week 16 with the two assists and the three bonus points that he got with that."

FPL Harry identifies Phil Foden and Bruno Fernandes as the top midfield options, favoring Foden due to favorable fixtures, while acknowledging potential minute concerns due to cup games. Harry also discusses Matheus Cunha with caution regarding Manchester United's squad depth and upcoming fixtures, and mentions Bukayo Saka's assist potential despite less impressive underlying data.


"Now wrapping up with a potential free hit draft we've gone with petrović in goal at home to burnley i would love to go with s n but there are other defenders i'd like going with timber and we're going with calafiori we're doubling up on arsenal because everton are likely to be without ndidi doucouré hall and maybe even gueye and maybe even werner on top of that areola is the manchester city defender we've gone with saka foden semenyo and harry wilson if you don't have the budget for this for whatever reason go tavernier over semenyo and save yourself a bit of money and go for a bit of a differential as well up front we've gone with welbeck thiago and haaland if there's a midfielder or your defender that you also want to play in a 4 4 2 or a 3 5 2 welbeck is definitely the one i would wellbeck is definitely the one i would look to drop but i still don't mind that fixture they've got and he likes to score goals and he did get a brace in game week 16 but you could look at playing a tavarner over him and playing a 3 5 2 or a player back four with someone like a sneesey or an anson who are on the bench in this draft that is everything we've done defenders midfielders forwards on top of the fixtures on top of the data and we've also looked at a wildcard and free hit thank you all very much for joining let me know any questions that i haven't answered and i'll discuss them in either my team selection or my complete guide where my triple captain is still active on

Resources

External Resources

Books

  • "The Art of War" by Sun Tzu - Mentioned as a foundational text for strategic thinking.

Articles & Papers

  • "The Art of War" (Sun Tzu) - Referenced as a foundational text for strategic thinking.

People

  • Harry Daniels - Host of the FPL Harry podcast.
  • Sun Tzu - Author of "The Art of War."

Organizations & Institutions

  • American Express - Mentioned for its Business Platinum card benefits.
  • Brighton - Referenced for their team's data and upcoming fixtures.
  • Burnley - Mentioned in relation to team performance and fixtures.
  • Chelsea - Discussed regarding player performance and upcoming fixtures.
  • Crystal Palace - Referenced for team performance and upcoming fixtures.
  • Everton - Discussed regarding player performance and upcoming fixtures.
  • Fulham - Mentioned in relation to team performance and fixtures.
  • Leeds - Referenced for team performance and upcoming fixtures.
  • Liverpool - Discussed regarding team performance and upcoming fixtures.
  • Manchester City - Referenced for team performance and upcoming fixtures.
  • Manchester United - Discussed regarding player performance and upcoming fixtures.
  • Newcastle - Referenced for team performance and upcoming fixtures.
  • Nottingham Forest - Discussed regarding team performance and upcoming fixtures.
  • Spurs - Referenced for team performance and upcoming fixtures.
  • West Ham - Discussed regarding team performance and upcoming fixtures.
  • Wolves - Referenced for team performance and upcoming fixtures.

Websites & Online Resources

  • EngagePartnerships.uk - Email contact for inquiries of partnerships or sponsorships.
  • Fantasy Football Scout - Mentioned for a tool with up to 40% off using a specific code.
  • Fantasy Premier League - Referenced for league codes and team planning.
  • FPL Rotation Planner - Mentioned as a tool used in videos.
  • LiveFPL.net - Mentioned for a price change predictor tool.
  • PlanFPL.com - Mentioned as a tool for future team planning.
  • Podcastchoices.com - Mentioned for learning more about ad choices.
  • Twitter - Mentioned as a social media platform to follow FPL_Harry.
  • Wrapped.tips - Mentioned for signing up to a weekly email newsletter.

Other Resources

  • African Cup of Nations (AFCON) - Mentioned as a reason for player absences.
  • Depop - Mentioned as a platform for selling children's outgrown items.
  • FPL GW17 - Referenced for transfer targets and team selection.
  • FPL GW18 - Mentioned in relation to player transfer plans.
  • Fantasy Premier League (FPL) - The primary subject of the podcast episode.
  • Gameweek 16 - Referenced for player performance and returns.
  • Gameweek 17 - Referenced for transfer targets and team selection.
  • Gameweek 18 - Mentioned in relation to player transfer plans.
  • Global Lounge Collection - A benefit of the American Express Business Platinum card.
  • Tito's Handmade Vodka - Mentioned as a sponsor and for its product qualities.
  • Unexpected Points - Mentioned as a newsletter.

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