Nflmetrics - Johns Hopkins Spring 2022 Sports Analytics research project about NFL Draft Metrics

Overview

nflmetrics

GitHub repo for Johns Hopkins Spring 2022 Sports Analytics research project about NFL Draft Metrics.

Resources:

https://collegefootballdata.com/ - limited traditional data, but easy to download to CSV and has API - solid for EPA, PPA, or usage metrics

https://www.playerprofiler.com/terms-glossary/ - has cites for all advanced stats and combine/physical measurements used - plus formulas for how to compute some of these stats

https://secstatcat.com/sec/ - great advanced stat resource for QBs, RBs, and WRs, but only for SEC players - Paywall (use Incognito mode)

Position Groups Advantages/Disadvantages

Offense

QB

feels like combine performances rarely correlate with NFL success, would have to evaluate based on decision-making (general QB IQ), scramble ability, deep ball ability, etc.

RB

can they find the hole, how good is their oline, how shifty, how fast? Last 2 are supposedly measured by combine drills

shouldn’t be too bad to gather college data for this

WR

really hard to find statistics at the college level for this, would most likely have to figure out how advanced stats such as average separation are calculated

figure out how to measure game IQ, analyze defense (i.e. find the weak spot in a zone)

NFL data is really solid though

would be fun to examine combine metrics such as 40 yard dash, vertical, and 3-cone drill to determine their predictive ability

how much ability is due to scheme or pure talent/skill

how many plays were made on legit CBs?

TE

who knows bruh half the colleges don’t use them very well

OL

lowkey easiest position to analyze with film, which could be handy if we have to look through college tape

create some kind of index that takes player body weight data and calculates a theoretical win % based off the pass rusher and whether they actually win it or not

Then pass/run block wins in scenario where theoretical win % is low stand out

traditional combine drills such as bench press legitimately matter

Defense

DL

EDGE

might be easy to gather data at the college level for this? Pass rush win rate and also quality of line have to be considered; some will look more impressive because entire line is stacked

LB

CB

S

New combine drills: https://www.sportingnews.com/us/nfl/news/nfl-combine-new-drills-2020-explained/bbg40xpym8uy1bb1yrzckdxfb

Maybe in general just need to develop a better game IQ test since the wonderlic is cheeks; such a thing would have a big impact in QB, WR, LB, and S evaluation In general, it shouldn’t be too hard to look at general college stats, then look at combine performance relative to position group, then look at NFL output; multiple regression here

For unsorted list of draft picks ranked according to NFL production, can run through a few NFL drafts and see if there are patterns within position groups for certain stats like combine 40 yard dash or college production (idk, maybe players who fill up the stat sheet against nationally top 5 schools all translate better)

You might also like...
Gathers data and displays metrics related to climate change and resource depletion on a PowerBI report.

Apocalypse Status Dashboard Purpose Climate change and resource depletion are grave long-term dangers. The code in this repository will pull data from

A collection of automation aids to connect various database systems into Lookout for Metrics
A collection of automation aids to connect various database systems into Lookout for Metrics

A collection of automation aids to connect various database systems into Lookout for Metrics

fair-test is a library to build and deploy FAIR metrics tests APIs supporting the specifications used by the FAIRMetrics working group.

☑️ FAIR test fair-test is a library to build and deploy FAIR metrics tests APIs supporting the specifications used by the FAIRMetrics working group. I

A course on getting started with the Twitter API v2 for academic research
A course on getting started with the Twitter API v2 for academic research

Getting started with the Twitter API v2 for academic research Welcome to this '101 course' on getting started with academic research using the Twitter

Some examples regarding how to use the Twitter APIs for academic research
Some examples regarding how to use the Twitter APIs for academic research

Twitter Developer Platform: Using Twitter APIs for Academic Research All the scripts require a config.ini file in which the keys are put. There is a t

The Research PACS on AWS solution facilitates researchers' access medical images stored in the clinical PACS in a secure and seamless manner
The Research PACS on AWS solution facilitates researchers' access medical images stored in the clinical PACS in a secure and seamless manner

Research PACS on AWS Challenge to solve Solution presentation Deploy the solution Further reading Releases License Challenge to solve The rise of new

a discord bot that pulls the latest or most relevant research papers from arxiv.org

AI arxiver a discord bot that pulls the latest or most relevant research papers from arxiv.org invite link : Arxiver bot link works in progress Usage

Python script to harvest tweets with the Twitter API V2 Academic Research Product Track

Tweet harvester Python script to scrape, collect, and/or harvest tweets with the Twitter API V2 Academic Research Product Track. Important note: In or

Indian Space Research Organisation API With Python

ISRO Indian Space Research Organisation API Installation pip install ISRO Usage import isro isro.spacecrafts() # returns spacecrafts data isro.lau

Owner
Anish Kulkarni
Junior at Johns Hopkins University studying Computer Science and Economics, experienced in project design, programming (Java, Swift, R), and app design.
Anish Kulkarni
This repository will be a draft of a package about the latest total marine fish production in Indonesia. Data will be collected from PIPP (Pusat Informasi Pelabuhan Perikanan).

indomarinefish This package will give us information about the latest total marine fish production in Indonesia. The Name of the fish is written in In

null 1 Oct 13, 2021
A telegram bot providing recon and research functions for bug bounty research

Bug Bounty Bot A telegram bot with commands to simplify bug bounty tasks Installation Use Road Map Installation BugBountyBot is open-source so you can

Tyler Butler 1 Oct 23, 2021
OGE-2022-na-Python - Solving problems in python for the OGE 2022

OGE-2022-na-Python Решение задачек на питоне для ОГЭ 2022 Тут разобраны разные в

Slava 0 Oct 14, 2022
First Party data integration solution built for marketing teams to enable audience and conversion onboarding into Google Marketing products (Google Ads, Campaign Manager, Google Analytics).

Megalista Sample integration code for onboarding offline/CRM data from BigQuery as custom audiences or offline conversions in Google Ads, Google Analy

Google 76 Dec 29, 2022
Simple stock price analytics

mune · Mune is an open source python web application built to analyze stocks, named after Homma Munehisa. Currently, the forecasting component is powe

Richard Hong 14 Aug 30, 2021
Herramienta para transferir eventos de Sucuri WAF hacia Azure Monitor Log Analytics.

Transfiere eventos de Sucuri hacia Azure LogAnalytics Script para transferir eventos del Sucuri Web Application Firewall (WAF) hacia Azure LogAnalytic

CSIRT-RD 1 Dec 22, 2021
An all-in-one financial analytics and smart portfolio creator as a Discord bot!

An all-in-one financial analytics bot to help you gain quantitative financial insights. Finn is a Discord Bot that lets you explore the stock market like you've never before!

null 6 Jan 12, 2022
Modern, privacy-friendly, and detailed web analytics that works without cookies or JS.

Modern, privacy-friendly, and cookie-free web analytics. Getting started » Screenshots • Features • Office Hours Motivation There are a lot of web ana

R. Miles McCain 2.1k Jan 3, 2023
Analytics platform for Telegram Channels

Tele-Report Analytics platform for Telegram Channels ?? ?? Getting Started 1- Install redis and postgreSQL (it would be more generic in future, like u

null 2 Oct 11, 2022
A suite of utilities for AWS Lambda Functions that makes tracing with AWS X-Ray, structured logging and creating custom metrics asynchronously easier

A suite of utilities for AWS Lambda Functions that makes tracing with AWS X-Ray, structured logging and creating custom metrics asynchronously easier

Amazon Web Services - Labs 1.9k Jan 7, 2023