So You've Bought Slot Rankings ... Now What?
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Slot Rankings - How Wide Receivers Score More Touchdowns in the Slot
Slot machines operate exactly the same way every spin, which means you won't be able to find any secret hacks to beat them. There are a few tips you can follow to increase your chances of winning.
Find out the RTP of a game first. This statistic will tell you how many players could win on average over the long term.
Slot Efficiency
The aim of efficiency in slot machines is to maximize the number of changes to the slot that can be made without breaking certain constraints. These constraints can include, for instance the minimum operational delay (usually expressed as scheduling delays) fairness, equity access, competition, environmental goals and more. The process of distributing slots can be complex and optimizing it in order to achieve desired performance metrics requires a careful analysis of the factors involved.
The process begins by identifying the types of requests to be prioritised based on historical precedents. Once the type has been identified and the slot allocation model is developed, it is then utilized to minimize the delay criteria. However, there are many research gaps have been identified related to the optimization of slot scheduling models especially when the balance between fairness and efficiency is being maintained.
A common method of prioritizing slot assignments is the ABC (assigned by velocity) strategy, which collects information on the history of an item and creates a velocity group. Items with the highest velocity receive the best legitimate slots (read this post here), whereas less popular items are placed farther back in the warehouse.
Another crucial aspect of slot efficiency is the distance factor, which determines the amount of space that needs to be allocated to support the pick-to-ship process. The factor takes into account the velocity group of the items, as well as their racking placements and handling characteristics of the equipment.
It is important to also be aware of the costs of a change in the slot to increase the efficiency of your slot. A quick look at a typical slot change can help managers understand the costs associated with the move, and also the impact it could have on other elements of slot efficiency, such as speed.
After a couple of months reviewing the data, and then re-dating the recommendations, the casino started using the system more often. The gaming operations team estimates they will save 10-12 hours a month by using their traditional analysis, which doesn't include the time spent reviewing customer-rated data or preparing and analyzing new strategies that can be implemented.
The team was able using the new recommendations provided by SRE to make a number of game changes that resulted in more revenue for players. In particular, Dancing Drums Explosion and Twinstar Wave XL, both from Scientific Games, saw big gains in the premium lease and WAP rankings. The casino also managed to shift their budget away from marketing and other expenses to improve the floor's performance.
Perimeter Efficiency
We all know that wide receivers tend to score more touchdowns on targets that are in the perimeter than slot targets because they're often targeted farther downfield and are often faced with one-on-one coverage. What may be surprising to some, however, is the fact that the top five slot players and the rest of the group score different on targets that are outside.
Of the wide receivers that have seen at least 40 targets in each of the two seasons the top five slot scorers on perimeter routes were all speed receivers: Mike Evans, Amari Cooper, Tyler Lockett and Michael Gallup. The bottom of the list was filled with more possession-based receivers, including Chris Godwin and Diontae Johnson. The latter two are likely to see a boost in their targets this season, if the Bucs shift them into the slot more often however they'll need to improve their scoring on the perimeter to keep that high level.
The slot is the best option for wide receivers who are fast, as they can get open more quickly when their route will not be covered by a linebacker or cornerback. The only wide receiver who isn't speedy on the list who can benefit from slot work is Corey Coleman, as he's an extremely reliable target on short and intermediate routes.
Jerry Jeudy, KJ Hamler and other possession-based receivers are at the low end of the list. They're better on shorter and intermediate routes than in deep areas. Jeudy is a solid sleeper pick this year as the Rams' primary slot receiver for the Rams while Courtland Sutton and Amari Cooper are likely to be involved on more downfield targets. Hamler should be able to excel on intermediate and short-to middle routes, as that's the way he performed in 2021 when he played for the Bills. Hamler could be a great replacement for the departing wideout Jordan Matthews.
Percentage of Snaps in the Slot
The amount of snaps receivers take in the slot could be a good indicator for their ability to run routes that are deep. It is not always an accurate reflection of a receiver's skills because certain receivers excel in the slot, but they can't play deeper.
Alshon Jeffrey, for example is the league leader in goals per game (4.8) However, he's only ranked 6th when it comes to slot receiving scores (58.5). This is because most of his targets come from the outside and it is difficult to get a first down on a wide-open deep route in that situation.
On contrary, some receivers excel in playing inside and can't do much on the perimeter. Robby Anderson, for instance was given 978 snaps by the Panthers this season. He completed 74% of his route in the slot tournaments, compared to just 26% on boundaries routes. This is a huge difference that shows how much more productive Anderson is when he's aligned with the slot.
Additionally, the Buccaneers' Chris Godwin lines in the middle on the majority of his passing downs and has a top-five slot receiving score (58.5). He also played 51% of his perimeter routes and is an expert in one-on-one coverage.
Speed receivers are usually more effective when lined up inside, since they are able to be targeted down the field and often are in one-on-one coverage. You'll find names like Mike Evans, Amari Cooper, and Julio Jones in our top five.
McDuffie, Moore and other slot cornerbacks are also in this group. McDuffie leads the NFL in forced fumbles, with seven, while Moore has the best tackle-stop efficiency (-3.5) on this list. By deploying McDuffie in the slot when they are running nickel or dime packages and then deploying McDuffie on the outside in base defense, Spagnuolo has maximized his skills. In addition, Moore's capability to stop big run plays has been a tremendous advantage when playing in the slot.
Percentage of Snaps Outside
While top NFL receivers such as Golden Tate, Larry Fitzgerald, and Baldwin excel on the perimeter but their slot counterparts are equally good. Wide receivers with an excellent slot grade score touchdowns in the same way as those on the outside. This is mainly because quarterbacks are more consistent in their target distribution when they throw to outside and slot wide receivers, as opposed to other inside options such as tight ends and backfield passers.
It's therefore fascinating to see a receiver such as CeeDee lamb on this list for 2022. He plays the slot in three WR sets, and flanker in 2 of the sets. Lamb is running more routes in the slot than many of the players on this chart. This is an excellent way to generate matchup advantages for your team and clarify why Lamb is rated as the top-rated slot receiver in our system this season.
Of course, he also plays the X position and makes huge plays on the perimeter, too. Lamb isn't as powerful as the other players in this ranking however, he's a very high-graded receiver and is a great player for the Cowboys scheme.
Mecole Hardman, another player who can put huge numbers with targets of all kinds is a different example. He is one of the best in the league at catching throws from behind his shoulders. He's also a fantastic contested-catch player.
Jalen Hilton is another player who is slot specialist. He has lined up in this position on 85.7 percent of his defensive plays to date. He has the third-lowest EPA for targets and the fifth-highest EPA for run stops among cornerbacks who play in the slot. This makes him a valuable player in the defensive team. On the contrary, he's been unable to stop passes from the outside and has allowed the negative EPA against these kinds of targets. This has been a result of playing with subpar linebackers and safeties that aren't able to match Hilton's size, speed and route-running ability.
Slot machines operate exactly the same way every spin, which means you won't be able to find any secret hacks to beat them. There are a few tips you can follow to increase your chances of winning.
Find out the RTP of a game first. This statistic will tell you how many players could win on average over the long term.
Slot Efficiency
The aim of efficiency in slot machines is to maximize the number of changes to the slot that can be made without breaking certain constraints. These constraints can include, for instance the minimum operational delay (usually expressed as scheduling delays) fairness, equity access, competition, environmental goals and more. The process of distributing slots can be complex and optimizing it in order to achieve desired performance metrics requires a careful analysis of the factors involved.
The process begins by identifying the types of requests to be prioritised based on historical precedents. Once the type has been identified and the slot allocation model is developed, it is then utilized to minimize the delay criteria. However, there are many research gaps have been identified related to the optimization of slot scheduling models especially when the balance between fairness and efficiency is being maintained.
A common method of prioritizing slot assignments is the ABC (assigned by velocity) strategy, which collects information on the history of an item and creates a velocity group. Items with the highest velocity receive the best legitimate slots (read this post here), whereas less popular items are placed farther back in the warehouse.
Another crucial aspect of slot efficiency is the distance factor, which determines the amount of space that needs to be allocated to support the pick-to-ship process. The factor takes into account the velocity group of the items, as well as their racking placements and handling characteristics of the equipment.
It is important to also be aware of the costs of a change in the slot to increase the efficiency of your slot. A quick look at a typical slot change can help managers understand the costs associated with the move, and also the impact it could have on other elements of slot efficiency, such as speed.
After a couple of months reviewing the data, and then re-dating the recommendations, the casino started using the system more often. The gaming operations team estimates they will save 10-12 hours a month by using their traditional analysis, which doesn't include the time spent reviewing customer-rated data or preparing and analyzing new strategies that can be implemented.
The team was able using the new recommendations provided by SRE to make a number of game changes that resulted in more revenue for players. In particular, Dancing Drums Explosion and Twinstar Wave XL, both from Scientific Games, saw big gains in the premium lease and WAP rankings. The casino also managed to shift their budget away from marketing and other expenses to improve the floor's performance.
Perimeter Efficiency
We all know that wide receivers tend to score more touchdowns on targets that are in the perimeter than slot targets because they're often targeted farther downfield and are often faced with one-on-one coverage. What may be surprising to some, however, is the fact that the top five slot players and the rest of the group score different on targets that are outside.
Of the wide receivers that have seen at least 40 targets in each of the two seasons the top five slot scorers on perimeter routes were all speed receivers: Mike Evans, Amari Cooper, Tyler Lockett and Michael Gallup. The bottom of the list was filled with more possession-based receivers, including Chris Godwin and Diontae Johnson. The latter two are likely to see a boost in their targets this season, if the Bucs shift them into the slot more often however they'll need to improve their scoring on the perimeter to keep that high level.
The slot is the best option for wide receivers who are fast, as they can get open more quickly when their route will not be covered by a linebacker or cornerback. The only wide receiver who isn't speedy on the list who can benefit from slot work is Corey Coleman, as he's an extremely reliable target on short and intermediate routes.
Jerry Jeudy, KJ Hamler and other possession-based receivers are at the low end of the list. They're better on shorter and intermediate routes than in deep areas. Jeudy is a solid sleeper pick this year as the Rams' primary slot receiver for the Rams while Courtland Sutton and Amari Cooper are likely to be involved on more downfield targets. Hamler should be able to excel on intermediate and short-to middle routes, as that's the way he performed in 2021 when he played for the Bills. Hamler could be a great replacement for the departing wideout Jordan Matthews.
Percentage of Snaps in the Slot
The amount of snaps receivers take in the slot could be a good indicator for their ability to run routes that are deep. It is not always an accurate reflection of a receiver's skills because certain receivers excel in the slot, but they can't play deeper.
Alshon Jeffrey, for example is the league leader in goals per game (4.8) However, he's only ranked 6th when it comes to slot receiving scores (58.5). This is because most of his targets come from the outside and it is difficult to get a first down on a wide-open deep route in that situation.
On contrary, some receivers excel in playing inside and can't do much on the perimeter. Robby Anderson, for instance was given 978 snaps by the Panthers this season. He completed 74% of his route in the slot tournaments, compared to just 26% on boundaries routes. This is a huge difference that shows how much more productive Anderson is when he's aligned with the slot.
Additionally, the Buccaneers' Chris Godwin lines in the middle on the majority of his passing downs and has a top-five slot receiving score (58.5). He also played 51% of his perimeter routes and is an expert in one-on-one coverage.
Speed receivers are usually more effective when lined up inside, since they are able to be targeted down the field and often are in one-on-one coverage. You'll find names like Mike Evans, Amari Cooper, and Julio Jones in our top five.
McDuffie, Moore and other slot cornerbacks are also in this group. McDuffie leads the NFL in forced fumbles, with seven, while Moore has the best tackle-stop efficiency (-3.5) on this list. By deploying McDuffie in the slot when they are running nickel or dime packages and then deploying McDuffie on the outside in base defense, Spagnuolo has maximized his skills. In addition, Moore's capability to stop big run plays has been a tremendous advantage when playing in the slot.
Percentage of Snaps Outside
While top NFL receivers such as Golden Tate, Larry Fitzgerald, and Baldwin excel on the perimeter but their slot counterparts are equally good. Wide receivers with an excellent slot grade score touchdowns in the same way as those on the outside. This is mainly because quarterbacks are more consistent in their target distribution when they throw to outside and slot wide receivers, as opposed to other inside options such as tight ends and backfield passers.
It's therefore fascinating to see a receiver such as CeeDee lamb on this list for 2022. He plays the slot in three WR sets, and flanker in 2 of the sets. Lamb is running more routes in the slot than many of the players on this chart. This is an excellent way to generate matchup advantages for your team and clarify why Lamb is rated as the top-rated slot receiver in our system this season.
Of course, he also plays the X position and makes huge plays on the perimeter, too. Lamb isn't as powerful as the other players in this ranking however, he's a very high-graded receiver and is a great player for the Cowboys scheme.
Mecole Hardman, another player who can put huge numbers with targets of all kinds is a different example. He is one of the best in the league at catching throws from behind his shoulders. He's also a fantastic contested-catch player.
Jalen Hilton is another player who is slot specialist. He has lined up in this position on 85.7 percent of his defensive plays to date. He has the third-lowest EPA for targets and the fifth-highest EPA for run stops among cornerbacks who play in the slot. This makes him a valuable player in the defensive team. On the contrary, he's been unable to stop passes from the outside and has allowed the negative EPA against these kinds of targets. This has been a result of playing with subpar linebackers and safeties that aren't able to match Hilton's size, speed and route-running ability.
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