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Wingstop WING Stock Analysis with XGBoost Price Forecast

Wingstop stock has soared by an impressive 72% year-to-date, leaving investors questioning whether they should join the flock or if the opportunity has already taken flight. In this blog post, we'll delve into the technical and fundamental aspects to determine whether Wingstop is a buy or sell.


Two months ago, the Intrendias terminal's machine learning price forecast predicted that WING stock would reach $225 per share by December. Fast forward to today, and the prediction has proven accurate, with WING stock currently priced at $230 per share. While the forecast remains bullish, the rate of bullishness has slightly decreased. Looking ahead, the Price Forecast anticipates a rise to $246 in the next 90 days, specifically by February 2024.


The Intrendias Mie Buy Sell signals algorithm may not align well with Wingstop stock, emphasizing the importance of backtest transparency. For a more reliable measure, the machine learning price forecast takes precedence. Let's check out the XGBoost model forecast.


XGBoost Price Forecast

XGBoost, which stands for eXtreme Gradient Boosting, is a powerful and widley used machine learning algorithm for classification and regression tasks. The Intrendias XGBoost model on average overpredicted the actual closing price of WING by only $0.14. The XGBoost price forecast for WING stock in the next 30 days is $191.44 which is lower than the current $230.12 stock price as of writting 11/19/2023.


XGBoost Price Forecast for WING Stock
XGBoost Price Forecast for WING Stock

Date

XGBoostForecast

2023-11-18

204.275986

2023-11-19

202.841293

2023-11-20

200.719025

2023-11-21

200.140442

2023-11-22

199.526428

2023-11-23

188.609299

2023-11-24

201.292282

2023-11-25

198.780243

2023-11-26

200.701523

2023-11-27

201.664932

2023-11-28

203.134842

2023-11-29

202.864334

2023-11-30

197.240051

2023-12-01

179.539230

2023-12-02

182.307053

2023-12-03

175.520645

2023-12-04

187.487076

2023-12-05

197.122147

2023-12-06

201.506683

2023-12-07

204.195923

2023-12-08

199.682312

2023-12-09

194.708435

2023-12-10

187.241135

2023-12-11

164.576691

2023-12-12

164.718369

2023-12-13

191.253036

2023-12-14

192.725266

2023-12-15

193.514374

2023-12-16

194.250992

2023-12-17

191.438354


Technical Analysis

Following Q3 earnings, Wingstop stock experienced a 26% increase, breaching the $220 resistance line. However, a bearish RSI reading suggests the stock is overbought, while the MACD line exhibited a bullish cross post-Q3 earnings. Considering historical patterns, a potential correction with a bearish cross may be on the horizon. Monitoring for divergence, as observed in 2022, is advisable, as it could signal a drop in WING price.



WING Stock Technical Analysis
WING Stock Technical Analysis


The support and resistance chart, featuring orange lines and standard deviations of EMA128, indicates WING stock breaking through various levels. With the EMA20 surpassing the upper standard deviation EMA128 line, a decrease towards the EMA128 line is expected, aligning with the law of averages.



WING Stock Mean Reversion
WING Stock Mean Reversion


Fundamental Analysis

Wingstop boasts an impressive income statement, showing robust revenue growth from $72 million to $117 million in two years. Despite cost increases during an inflationary period, both Gross Profit and Net Income witnessed growth, with Net Income increasing by 183%.

Examining the Balance Sheet, Wingstop's favorable position is evident, holding more current cash than current liabilities. The decrease in current cash is attributed to an accelerated share repurchase agreement, coupled with strong Q3 earnings.


While Wingstop achieved positive free cash flow of $24 million in Q3 2023, its valuation stands higher than competitors. Comparing Enterprise Value to Revenue, EV/EBITDA, Price to Earnings, and Price to Free Cash Flow, WING is priced at a premium.


A closer look at the Price to Free Cash Flow ratio, considering competitors like Yum Brands and Chipotle, reveals potential overvaluation of WING. Yum Brands, with significantly higher free cash flow, maintains a lower P/FCF ratio, indicating potential undervaluation.



Price to Free Cash Flow Analysis
Price to Free Cash Flow Analysis



Buying WING Stock?

  • Cluck Yeah!

  • Heck No!


In conclusion, considering the overbought RSI, macroeconomic factors, and valuation metrics, I personally lean towards passing on WING stock. Exploring YUM stock may be worthwhile due to its strong free cash flow and lower P/FCF ratio, suggesting potential undervaluation. Thank you for reading my analysis on Wingstop WING Stock! Thank you for your time and using Intrendias.


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