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Apr 20 2010
2010 NBA Playoffs Prediction Record
Tuesday, 20 April 2010

HOW THE "SCORE PREDICTION" MODEL WORKS?
The predictive model uses regression analysis to determine coefficients for the factors that might have impact on the game outcomes. As the model continuously improves itself by employing some optimization techniques, it only focuses on predicting the nearest final scores individually for road team and home team.

HOW TO EVALUATE THE RESULTS?
Since the goal is to output nearest score for road team and home team, criterias such as margin of victory, accuracy of picking the winner team should not be primarily considered when evaluating the success. Though, the record for predicting winning teams has been tracked and is 59-23 (.720) since April 17, 2010.
An assigned grade for both road team and home team does a better job of classifying the results by taking points differential between predicted and actual score.

Complete prediction history for the Playoffs 2010 has been documented at the prediction archive.

Here is a couple of charts that reveal success of the model by breaking results down to grades which indicate the accuracy of NBA score predictions:

HOW TO INTERPRET THE CHARTS? Each score prediction is evaluated by a grade that measures the differential between predicted score and actual score. If this differential is in the "0-3" points range, it gets an "A"; for the "4-7" points range, it gets a "B" and so on.

 
Apr 15 2010
NBA Playoffs 2010 Schedule
Thursday, 15 April 2010

Subscribe to 2010 NBA Playoffs Score Predictions.

Find out the sortable, filterable Playoffs 2010 schedule and results at prediction archive.

 
Mar 30 2010
The Trail Blazers Love to Play Back-to-Back Games
Tuesday, 30 March 2010

You can always follow current season's NBA rest days stats including back-to-back game stats at NBAstuffer.

After the win over OKC, Portland improved to 14-3 W-L (.823) in second game of back to back sets. This is by far better than any team in the NBA.

They have played with a plus 4.3 efficiency differential, which is already adjusted to opponent strenght and game location.

What's more, the Blazers also lead the NBA in "4th game in 5 nights", having won 3 of 3 (with +9 efficiency differential) so far. In back-to-back situation of "3rd game in 4 days" (3IN4-B2B) they trail San Antonio and Cleveland according to winning percentage.

In the recap McMillan says: "It was a gut check for our guys, we have been talking about winning back-to-back games." It appears that Stats are backing McMillan. Portland Trail Blazers is a good regular season team, and hopefully will be better in Playoffs where there are no back-to-back games!

 
Mar 24 2010
How Rest Day Stats can Give you the Edge in Your NBA Predictions
Wednesday, 24 March 2010

Following article is a guest contribution by our long time reader Brian Sands, I asked him to tell us how he has been using NBA rest days stats to make better decisions.

Is there any statistical edge to get over the sportsbooks? When NBA betting, closing NBA number by a point can be beaten and it is possible to add extra 4% to winning percentage. Taking an extra half point on 2 or 7 makes much more valuable than taking an extra half point on 8 or 3.

Let’s look deeper into it:

The chart tracks how the league average differs for three different possession based stats: Offensive efficiency, defensive efficiency and pace (the number of possessions per 48 minutes).

And these applies the numbers to seven different conditions; 4th game in 5 nights, 3rd game in 4 nights (played yesterday), 2nd game of a back to back, 3rd game in 4 days (rested yesterday), 1 day rest, 2 days rest and 3 or more days rest.
Offensive Efficiency
-1 Points/Per 100 Possessions – 4th game in 5 nights
-1 Points/Per 100 Possessions – 3rd game in 4 nights (played yesterday)
-0.1 Points/Per 100 Possessions – 2nd game of a back to back
-0.2 Points/Per 100 Possessions – 3rd game in 4 days (rested yesterday)
-0.2 Points/Per 100 Possessions – 1 day rest
+0.3 Points/Per 100 Possessions – 2 days rest
-0.3 Points/Per 100 Possessions – 3 or more days rest

Defensive Efficiency
+1 Points /Per 100 Possessions – 4th game in 5 nights
+1 Points/Per 100 Possessions – 3rd game in 4 nights (played yesterday)
+0.9 Points/Per 100 Possessions – 2nd game of a back to back
- 0.4 Points/Per 100 Possessions - 3rd game in 4 days (rested yesterday)
-0.4 Points/Per 100 Possessions - 1 day rest
-1.1 Points /Per 100 Possessions - 2 days rest
-0.5 Points /Per 100 Possessions - 3 or more days rest

Pace
-0.8 Possessions - 4th game in 5 nights
-0.3 Possessions - 3rd game in 4 nights (played yesterday)
-0.2 Possessions - 2nd game of a back to back
-0.2 Possessions - 3rd game in 4 days (rested yesterday)
-0.1 Possessions - 1 days rest
+0.5 Possessions - 2 days rest
+0.5 Possessions - 3 or more days rest

The numbers for a team playing their 4th game in 5 nights and 3rd game in 4 nights is what we would expect, the offense goes down by a point and the teams give up a point on average throughout the NBA. Remember that the books will know this but they might try to over adjust the NBA betting lines, if the game line is more than 2 points off what it should be, than the bookie is over inflating the line due to the public’s perception of the affect of rest on the team.

The number that stands out for me is teams that are coming into the game with 2 days rest, the NBA average shows teams in this situation are playing at their optimal level. The teams only score 0.3 points more than the league average but the defense tightens up by 1.1 points a game. Another point I found interesting but it makes sense is that teams scoring goes down on 3 or more days rest, the shooters are like the rest of us, a little slow getting back to work after a long weekend.

Of course, those numbers represent the NBA as a whole; the chart can extrapolate which teams are the best under each circumstance. For example two of the worst teams this season have played under some of the worst conditions, the Indiana Pacers and the LA Clippers have both played the killer 4 games in 5 nights, 4 times this season, more than any other team. In addition to those 4 in 5’s they have played 20 and 19 back to back games this season respectively, which is the first and third highest totals in the league.

With the chart, you can use the individual team situations and compare them to the line as a way to help you get an idea of determining the value of the line.

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Dec 09 2009
Premium Plan
Wednesday, 09 December 2009

See the NBA Score Prediction Model in action! Check out prediction archive and prediction records for the current season.                    

OVERVIEW


NBA Daily Score Predictions is offered as a premium service for registered users.

WHAT PREMIUM PLAN OFFERS
The goal is to create a valuable information resource by employing a mathematical score forecasting model. The factors that have an influence on team performance are getting quantified with the premium plan and presented in a single page for each NBA game day. Subscribing to the premium plan guarantees nothing but saves time spent on research and provides benefits of a decision support system.
Check out what it looks like and learn how to evaluate its success.

WHAT PREMIUM PLAN DOES NOT OFFER
The premium plan is neither a handicapping service, nor a place that has write-ups for the games.

FEATURES


Not only providing score predictions, subscribing to the premium plan grants you access to helpful research tools and exclusive content that saves you time.
When you purchase the premium plan, you will gain access to a full range of unique stuff, including:

  predictability indicator that reveals the consistency of the teams which provides a gauge for predictive analytics in the NBA,

  rest days impact on team efficiency and pace.

  seasonality chart that helps detect whether seasonal trends occur in a given week of the regular season compared to previous three seasons,

  daily team matchups in a visualized way that projects how the team would perform against the opponent in terms of offensive and defensive four factors; results of previous meetings in the current season are also included in team matchups.

  projection of daily player matchups that helps envision whether the player has the matchup edge against opposing player in terms of usage rate, offensive rating, defensive rating and turnover rate,

  road trip tracker with W-L and efficiency differential records, including results of last game of road trips,

  referee stats such as home team win%, total points per game, called fouls percentage against road teams.


SUBSCRIPTION PLANS


Subscribe to the Premium Plan for 2010 Playoffs at $20, $10 (Make sure to be signed-in and get 50% member discount!)


ACTIVATE YOUR SUBSCRIPTION


Before getting started, add info(at)nbastuffer(dot)com to your contacts or safe/approved email senders in your mail account. This is quite important for receiving e-mails from NBAstuffer.

(1) Sign-in your NBAstuffer account. If you haven't signed up yet, get it done for free and take advantage of 50% member discount!
(2) Go to the subscription plans and click "Buy it" button for the period you would like to have the premium plan.
(3) Thanks to the 50% member discount, you should see the price reduced automatically, once you land on PayPal web site!
(4) Finish the payment and click "Return to Merchant" button. This process starts the download instantly and takes you back to NBAstuffer.com. Note that you'll also get an e-mail with the download link. You can view the downloaded txt file with any text editor.
(5) At the upper right of homepage of NBAstuffer.com, find the "Premium Plan" box. Click "Submit Access Code" and enter the activation key which you have in the txt file you already downloaded. Click SUBMIT button to finish your subscription. You are now granted the access to score predictions.
Feel free to contact if any problem occurs.


If you have already subscribed to the premium plan, sign in below to access score predictions.






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Dec 04 2009
Tracking The NBA Road Trips
Friday, 04 December 2009

I'm glad to announce another valuable addition to team stats. As you could recall, NBAstuffer's NBA schedule heat map has done a pretty good job of visualizing road trips & homestands. With the road trip tracker you can follow your team on its road trips and find out the information such as total games played in road trip, efficiency differential averaged during the road trips.

What's more, wondering how NBA teams perform in last game of the road trips? Check out the results under the "Last Game of Road Trips" tab!

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Nov 24 2009
The Impact Of Rest Days
Tuesday, 24 November 2009

I'm pleased to announce a new feature:
The chart which can be found at the 2009-2010 regular season rest days stats does a good job of understanding what impacts various rest days have on NBA teams' performances.

Since we are just four weeks into the season, the differentials should lead to more meaningful results as the season progresses.

 
Oct 27 2009
On 2009-10 Season Score Predictions
Tuesday, 27 October 2009

Long awaited NBA 2009-2010 season tips off today, just wanted to share a few things for those NBAstuffer users who are asking for score predictions:

First of all, the prediction model needs some real season data, so it will be starting by December, 1, 2009. In an effort to keep the results consistent, I never feel like to start predictions earlier than December. As usual, only registered members are getting the chance to access daily NBA score predictions. Sign-up NBAstuffer for free, it takes 30 seconds!

Since I've been frequently asked for doing it, this year the prediction content may be offered with a premium plan, but nothing is clear about it. I'm working on technical details and let you know whether a premium plan will be revealed or not.

Until then, stick around here to learn more about basketball analytics or take look at 2009-2010 advanced stats for teams and players. Pay a visit to this season's locked-out referee stats page. Download NBA box score stats or schedules in excel and manipulate the data in your own way! Advanced stats tables for the 2009-2010 season will be up in a few days.

Let's have a good season together.
Any concerns, or suggestions? Your feedback is appreciated.

 
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