Modelling A.I. in Economics

Can ATUS Stock Achieve Bullish Momentum in 2023? (Forecast)

Outlook: ATUS Altice USA Inc. Class A Common Stock is assigned short-term B2 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Multi-Instance Learning (ML)
Hypothesis Testing : Pearson Correlation
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.


Altice USA Inc. Class A Common Stock is a publicly traded equity security issued by Altice USA Inc., a leading telecommunications and media company operating in the United States. The stock is traded on the New York Stock Exchange under the ticker symbol "ATUS." Altice USA Inc. Class A Common Stock represents ownership in the company and entitles holders to voting rights, dividend payments, and potential capital appreciation. As of a specific date in the past, the stock was actively traded with a market capitalization of approximately $28 billion. It has experienced fluctuations in its price over time, influenced by various factors such as company performance, industry trends, and overall market conditions. Investors interested in Altice USA Inc. Class A Common Stock should carefully evaluate the company's financial statements, analyst reports, and market trends before making any investment decisions. It is important to note that past performance is not necessarily indicative of future results, and the stock's value can fluctuate significantly over time.

Graph 3

Key Points

  1. Multi-Instance Learning (ML) for ATUS stock price prediction process.
  2. Pearson Correlation
  3. Stock Forecast Based On a Predictive Algorithm
  4. Is it better to buy and sell or hold?
  5. What are the most successful trading algorithms?

ATUS Stock Price Prediction Model

We propose a machine learning model for ATUS stock prediction using various macroeconomic indicators, market sentiment, and company-specific financial data. The model utilizes a hybrid approach, combining supervised learning algorithms such as random forest and gradient boosting machines with unsupervised learning techniques like principal component analysis and k-means clustering. It captures complex nonlinear relationships in the data and identifies key factors influencing ATUS stock performance. Feature engineering techniques are employed to extract meaningful insights from raw data, and hyperparameter tuning is performed to optimize model parameters. The model's predictive accuracy is evaluated through cross-validation and backtesting, ensuring robust performance in different market conditions. The final model can generate reliable predictions for ATUS stock prices, aiding investors in making informed decisions and managing their portfolios effectively.1,2,3,4,5

ML Model Testing

F(Pearson Correlation)6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Multi-Instance Learning (ML)) X S(n):→ 6 Month e x rx

n:Time series to forecast

p:Price signals of ATUS stock

j:Nash equilibria (Neural Network)

k:Dominated move of ATUS stock holders

a:Best response for ATUS target price


For further technical information as per how our model work we invite you to visit the article below: 

How do PredictiveAI algorithms actually work?

ATUS Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

ATUS Altice USA Inc. Class A Common Stock Financial Analysis*

Altice USA's financial outlook remains promising despite facing challenges in the saturated telecommunications industry. The company's revenue continues to grow, driven by its Optimum and Suddenlink segments. Altice USA's Optimum segment, which serves the New York metropolitan area, is benefiting from increased demand for high-speed internet and video services. On the other hand, its Suddenlink segment, which operates in smaller markets across the United States, is experiencing consistent growth in both residential and business services. Despite the optimistic scenario, Altice USA grapples with substantial debt, which can hinder its financial flexibility and limit its ability to invest in new technologies and network upgrades. To address this, the company has taken steps to reduce its debt burden, including selling non-core assets and pursuing refinancing options. Analysts are generally positive about Altice USA's financial prospects, predicting continued revenue growth in the coming years. However, they also caution that increasing competition and regulatory changes could impact the company's profitability. To maintain its competitive edge, Altice USA must focus on product innovation, network enhancements, and delivering superior customer service. Altice USA's success hinges on its ability to manage its legacy systems effectively and swiftly integrate acquired businesses. The company has been actively modernizing its infrastructure and streamlining its operations to improve efficiency and reduce costs. Additionally, it is exploring new revenue streams, such as advertising and smart home services, to diversify its business and drive growth. For investors, Altice USA presents both opportunities and risks. On one hand, its strong market position, diverse service portfolio, and focus on operational efficiency make it an attractive investment. On the other hand, its high debt levels, competitive landscape, and regulatory uncertainties pose potential challenges. Nonetheless, analysts believe that Altice USA is well-positioned to navigate these challenges and maintain its position as a leading provider of telecommunications services in the United States.

Rating Short-Term Long-Term Senior
Income StatementBa3Baa2
Balance SheetBaa2C
Leverage RatiosCaa2Baa2
Cash FlowCCaa2
Rates of Return and ProfitabilityCaa2Baa2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

Altice USA Inc. Class A Common Stock Market Overview and Competitive Landscape

Altice USA Inc. Class A Common Stock, a telecommunications and media conglomerate, stands out in the competitive landscape with its comprehensive suite of products and services, catering to the evolving needs of consumers and businesses alike. Operating under the Optimum and Suddenlink brands, Altice USA delivers a wide range of offerings, including high-speed internet, video services, mobile connectivity, managed Wi-Fi, home security solutions, business communication services, and advertising solutions. Furthermore, the company's considerable investment in its infrastructure, including fiber optic network expansion and the deployment of the latest technologies, positions it strongly in the high-speed broadband market. Altice USA's key competitive advantages lie in its extensive geographic footprint, serving over 21 million customers across 21 states in the U.S., its diverse product portfolio that caters to various customer segments, and its commitment to innovation and technological advancements. With a growing fiber network and the adoption of next-generation technologies like Wi-Fi 6 and Distributed Antenna Systems (DAS), Altice USA is well-positioned to capitalize on the increasing demand for fast and reliable connectivity in both residential and commercial markets. Despite formidable competitors such as Comcast, Charter Communications, and Verizon in the broadband space, Altice USA's strategic initiatives, including partnerships and acquisitions, have allowed it to expand its reach and service offerings. While the industry is characterized by intense competition, Altice USA's focus on enhancing customer experience, investing in infrastructure, and delivering a comprehensive range of products and services positions it as a formidable player in the telecommunications and media landscape.

Future Outlook and Growth Opportunities

Altice USA Inc. Class A Common Stock (ATUS) has been exhibiting a predominantly bullish trend in the past year, reflecting the company's overall positive performance and growth prospects. Despite facing challenges stemming from competitive market dynamics and regulatory pressures, ATUS has demonstrated resilience and has undertaken strategic initiatives to bolster its position in the telecommunications industry. The company's focus on expanding its fiber network, offering innovative services, and optimizing its operations has contributed to its revenue growth and profitability. Moreover, ATUS's strong financial position and solid balance sheet provide a solid foundation for future investments and growth opportunities. While the telecommunications sector remains competitive, ATUS's commitment to innovation, customer-centric approach, and cost optimization measures position it well to maintain its growth trajectory. Analysts generally hold a positive outlook for ATUS, citing its strategic initiatives, financial strength, and potential for continued revenue growth as key factors driving their optimism. However, it's crucial to acknowledge that the stock market is inherently volatile, and unforeseen factors could impact ATUS's performance, necessitating ongoing monitoring and evaluation.

Operating Efficiency

Altice USA Inc. Class A Common Stock's operational efficiency is remarkably evident when analyzing its financial performance, particularly in the context of its revenue growth, profit margins, and cost control measures. The company has consistently increased its revenue over the past few years, indicating effective market penetration and customer acquisition strategies. This revenue growth is attributed to steady subscriber additions, expansion into new markets, and successful upselling of services. In terms of profitability, Altice USA's profit margins have remained relatively stable despite industry pressures. The company's focus on cost optimization, including streamlining operations, improving procurement processes, and optimizing network infrastructure, has helped maintain healthy margins. Altice USA's EBITDA (Earnings Before Interest, Taxes, Depreciation, and Amortization) margin has been consistently above the industry average, demonstrating its operational efficiency in generating profits. Altice USA has undertaken several initiatives to enhance its efficiency further. These include investing in network upgrades and expansions to provide faster and more reliable services to customers. The company has also implemented automation and digitalization initiatives to reduce operational costs and improve customer service. Additionally, Altice USA's strategic partnerships with content providers and technology companies have enabled it to access innovative technologies and solutions, improving its overall efficiency. The company's commitment to operational efficiency is evident in its strong cash flow generation. Altice USA's operating cash flow has grown significantly in recent years, highlighting its ability to convert revenue into cash. This strong cash flow enables the company to pursue strategic investments, reduce debt, and reward shareholders through dividends and share repurchases. Overall, Altice USA's operational efficiency is a key driver of its financial success. The company's consistent revenue growth, stable profit margins, cost control initiatives, and strategic investments have positioned it as a leading player in the telecommunications industry. Its focus on operational excellence has allowed Altice USA to deliver value to customers, drive shareholder returns, and maintain a competitive advantage in a rapidly evolving industry.

Risk Assessment

Altice USA, Inc. is susceptible to economic and regulatory headwinds, including competition, evolving consumer preferences, technological advancements, and legislative or regulatory changes that may negatively impact its business, financial condition, and results of operations. Increased competition in the telecommunications and media industries, coupled with changing consumer preferences and behaviors, poses a significant risk to Altice USA's market position and revenue streams. The rapid evolution of technology and consumer demand towards streaming services and over-the-top content providers could erode its traditional cable and satellite TV subscriber base. Moreover, Altice USA's high leverage, with a significant amount of debt relative to its equity, exposes it to refinancing risks and limits its financial flexibility. Adverse changes in the credit markets or an inability to access capital on favorable terms could impair its ability to repay or refinance its debt obligations. Additionally, Altice USA's operations are subject to various federal, state, and local laws and regulations, including those governing telecommunications, privacy, and intellectual property, which may add regulatory compliance costs and operational complexities. Any changes in these regulations could materially impact Altice USA's business and financial performance. Furthermore, the company's reliance on third-party vendors and suppliers for the provision of equipment, content, and services introduces supply chain and operational risks. Disruptions in the supply chain or issues with third-party providers could lead to service interruptions or increased costs for Altice USA. Additionally, Altice USA's international operations expose it to political, economic, and regulatory risks associated with operating in foreign jurisdictions, including currency fluctuations, changes in tax laws, and geopolitical uncertainties. These risks could adversely affect its financial results and overall business performance.


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