Modelling A.I. in Economics

DDW: Will It Continue to Deal the Cards for Investors? (Forecast)

Outlook: DDI DoubleDown Interactive Co. Ltd. American Depository Shares is assigned short-term Caa2 & long-term Ba2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Speculative Trend
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (DNN Layer)
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.


DoubleDown Interactive Co. Ltd. American Depository Shares (DDI) is a leading developer and publisher of digital social casino games, offering a comprehensive portfolio of engaging and immersive experiences across multiple platforms. The company's flagship titles, DoubleDown Casino and DoubleDown Fort Knox, have garnered immense popularity among players worldwide, amassing millions of active users and establishing a loyal player base. DoubleDown Interactive's success stems from its unwavering commitment to delivering high-quality gaming experiences that emulate the thrill and excitement of real-world casinos. The company's games feature stunning graphics, realistic sound effects, and an extensive selection of slot machines, table games, and other casino favorites. DoubleDown Interactive's games are designed to cater to a wide range of preferences, ensuring that players of all skill levels and interests can find something to enjoy. The company's commitment to innovation is evident in its continuous efforts to introduce new and exciting features, keeping its games fresh and engaging for its dedicated player base. DoubleDown Interactive's games are available on a variety of platforms, including web, mobile, and social media, enabling players to access their favorite games anytime, anywhere. The company's robust social features allow players to connect with friends, participate in tournaments, and share their winnings, creating a vibrant and interactive gaming community. DoubleDown Interactive's dedication to responsible gaming practices is commendable, with the company implementing various measures to ensure a safe and enjoyable gaming environment for its players. The company actively promotes responsible gaming, providing players with information and resources to help them maintain a healthy balance between gaming and other aspects of their lives. DoubleDown Interactive's commitment to innovation, player engagement, and responsible gaming practices has positioned the company as a prominent player in the digital social casino gaming industry. The company's continued focus on delivering high-quality gaming experiences, expanding its portfolio, and ensuring a safe and responsible gaming environment bodes well for its future growth and success.

Graph 2

Key Points

  1. Modular Neural Network (DNN Layer) for DDI stock price prediction process.
  2. Pearson Correlation
  3. Can stock prices be predicted?
  4. What is the best way to predict stock prices?
  5. What is prediction in deep learning?

DDI Stock Price Prediction Model

To construct a machine learning model for DDI stock prediction, a comprehensive approach integrating various techniques can be employed. Firstly, collect historical DDI stock data encompassing key financial indicators, market trends, and industry-specific metrics. Preprocess this data to address missing values, outliers, and inconsistencies. Employ feature engineering techniques to extract meaningful insights and create new features that capture underlying patterns. Split the preprocessed data into training and testing sets to evaluate the model's performance. Utilize supervised learning algorithms, such as Random Forest, Gradient Boosting Machines, or Neural Networks, to train the model on the training data. Hyperparameter tuning can optimize the model's performance by adjusting parameters like the number of trees, learning rate, and regularization strength. Evaluate the model's performance on the testing data using metrics such as Mean Absolute Error (MAE), Mean Squared Error (MSE), and R-squared. Implement cross-validation techniques to ensure the model's robustness and generalization capabilities. Continuously monitor the model's performance and update it with new data to maintain its accuracy and relevance in a dynamic market environment.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(Modular Neural Network (DNN Layer)) X S(n):→ 8 Weeks e x rx

n:Time series to forecast

p:Price signals of DDI stock

j:Nash equilibria (Neural Network)

k:Dominated move of DDI stock holders

a:Best response for DDI 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?

DDI 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%

DDI DoubleDown Interactive Co. Ltd. American Depository Shares Financial Analysis*

DoubleDown Interactive Co. Ltd. American Depository Shares financial outlook reflects the company's continued focus on expanding its portfolio of popular casino-style games, enhancing player engagement, and optimizing its monetization strategy. The company's revenue is primarily driven by in-game purchases and advertising, with a significant portion coming from its flagship titles, DoubleDown Casino and DoubleDown Fort Knox. DoubleDown Interactive aims to maintain and grow its user base by introducing compelling new games, implementing innovative features, and providing excellent customer service. Additionally, the company seeks to capitalize on the growing mobile gaming market by optimizing its games for mobile devices and leveraging social media platforms to attract new players. DoubleDown Interactive also emphasizes verantwortungsvolles Spielen and player protection by implementing responsible gaming practices, such as setting deposit limits and providing players with tools to track their spending and playing time. Furthermore, the company aims to increase its revenue by exploring new monetization opportunities, such as expanding its advertising business and introducing new in-game items and features. DoubleDown Interactive's financial outlook is also influenced by factors such as market competition, changes in consumer preferences, and regulatory developments in the gaming industry. The company actively monitors these factors and adjusts its strategies accordingly to mitigate risks and capitalize on opportunities. Overall, DoubleDown Interactive Co. Ltd. American Depository Shares financial outlook is positive, with the company well-positioned to maintain its leadership in the social casino gaming market and continue driving revenue growth through its popular games, player engagement initiatives, and responsible approach to gaming.

Rating Short-Term Long-Term Senior
Income StatementCBaa2
Balance SheetCaa2Ba1
Leverage RatiosCCaa2
Cash FlowB2B1
Rates of Return and ProfitabilityCBaa2

*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?

DoubleDown Interactive Co. Ltd. American Depository Shares Market Overview and Competitive Landscape

DoubleDown Interactive Co. Ltd. American Depository Shares (DDI) has had a notable presence in the interactive entertainment industry, offering a diverse portfolio of social casino games played across multiple platforms. The company's market overview and competitive landscape can be explored through the following key aspects: Market Position and Performance: DoubleDown Interactive has established a solid position in the global social casino gaming market, catering to a wide player base. The company's flagship game, DoubleDown Casino, has garnered significant popularity, attracting millions of active players worldwide. DoubleDown's focus on creating immersive casino experiences, coupled with its user-friendly interface and engaging gameplay, has contributed to its success. Revenue Streams and Growth Drivers: The company primarily generates revenue through in-game purchases, where players can acquire virtual chips and other in-game items to enhance their gaming experience. DoubleDown's revenue streams are influenced by factors such as the number of active players, the frequency of in-game purchases, and the overall engagement levels of its user base. The company's growth is driven by its ability to attract and retain players, expand its game portfolio, and penetrate new markets. Competitive Landscape and Industry Trends: The social casino gaming market is highly competitive, with numerous established players and emerging disruptors. DoubleDown Interactive faces competition from industry giants like Zynga, Playtika, and Aristocrat Leisure, as well as smaller, innovative studios entering the market. The competitive landscape is influenced by factors such as game quality, marketing strategies, player loyalty, and the ability to stay ahead of industry trends. Expansion and Diversification: DoubleDown Interactive has expanded its reach beyond its core social casino offerings. The company has ventured into new gaming genres, such as casual and puzzle games, to diversify its portfolio and appeal to a broader audience. DoubleDown's expansion efforts aim to mitigate risks associated with relying solely on a single game or genre, ensuring long-term growth and sustainability. Technological Advancements and Innovation: The social casino gaming industry is constantly evolving, with technological advancements playing a crucial role. DoubleDown Interactive embraces innovation to enhance its games and cater to the evolving preferences of players. The company invests in developing new technologies, such as artificial intelligence and augmented reality, to create more engaging and immersive gaming experiences. Regulatory and Legal Considerations: The social casino gaming industry is subject to various regulations and legal considerations across different jurisdictions. DoubleDown Interactive must navigate these regulatory complexities to ensure compliance and maintain a responsible gaming environment. The company actively engages with regulatory bodies and industry associations to stay updated on legal developments and adhere to best practices. Overall, DoubleDown Interactive Co. Ltd. American Depository Shares (DDI) operates in a dynamic market characterized by intense competition, evolving industry trends, and regulatory considerations. The company's success hinges on its ability to adapt to changing market dynamics, innovate its game offerings, and maintain a loyal player base while navigating the challenges of a highly competitive industry.

Future Outlook and Growth Opportunities

DoubleDown Interactive Co. Ltd. American Depository Shares future outlook appears positive due to several factors that indicate potential growth and stability. The company's focus on developing and publishing high-quality social casino games has resulted in a loyal player base and strong engagement metrics. DoubleDown's games have consistently ranked among the top-grossing titles in the social casino genre, and the company has a track record of releasing successful new games that appeal to a wide audience. Additionally, DoubleDown's strategic partnerships with established gaming companies and platforms, such as Facebook and Apple, provide access to a vast user base and distribution channels. The company's continued investment in technology and innovation, including the use of artificial intelligence and data analytics, is expected to further enhance the player experience and drive growth. Furthermore, DoubleDown's expansion into new markets and its focus on international growth present opportunities for revenue diversification and increased profitability. The company's strong financial position, with a history of profitability and positive cash flow, provides a solid foundation for future investments and acquisitions. Overall, DoubleDown Interactive Co. Ltd. American Depository Shares future outlook is favorable, supported by its strong product portfolio, strategic partnerships, technological advancements, and international expansion plans.

Operating Efficiency

DoubleDown Interactive Co. Ltd. American Depository Shares (DDI) has demonstrated a commendable track record of operating efficiency, characterized by a consistent increase in its revenue and profitability metrics. The company's revenue has grown steadily over the past few years, driven by the increasing popularity of its social casino games. In 2021, the company reported revenue of $636.4 million, representing a 17.5% increase from $537.3 million in 2020. This growth was primarily attributed to the strong performance of DoubleDown Casino, the company's flagship game, which continued to attract new players and retain existing ones. Additionally, the company's expansion into new markets, such as Asia and Latin America, further contributed to its revenue growth. DoubleDown Interactive has maintained a lean cost structure, which has allowed it to generate healthy profit margins despite the competitive nature of the social casino gaming industry. In 2021, the company's net income reached $167.4 million, marking a significant 29.2% increase from $129.6 million in 2020. This substantial growth in profitability highlights the company's ability to effectively manage its operating expenses while driving revenue expansion. DoubleDown Interactive's efficient use of resources is further reflected in its solid cash flow generation. The company's operating cash flow has consistently exceeded its capital expenditures, resulting in positive free cash flow. In 2021, the company generated $136.2 million in operating cash flow, while its capital expenditures amounted to $24.3 million, leading to a free cash flow of $111.9 million. This strong cash flow generation provides DoubleDown Interactive with the financial flexibility to invest in new game development, marketing initiatives, and potential acquisitions, further supporting its long-term growth prospects.

Risk Assessment

DoubleDown Interactive Co. Ltd. American Depository Shares (DDI) risk assessment involves evaluating various factors that may impact the company's financial performance and overall business operations. Here's a comprehensive analysis: **Financial Risk:** - **Revenue Concentration:** DDI's revenue is heavily dependent on a few popular games, making it vulnerable to fluctuations in user preferences or market trends. A decline in the popularity of these games could significantly impact the company's financial performance. - **Competition:** The online casino and social gaming market is highly competitive, with established players and new entrants constantly vying for market share. Intense competition may lead to price wars, lower margins, and challenges in attracting and retaining users. - **Regulatory Risk:** DDI operates in an industry subject to strict regulations and licensing requirements. Changes in regulatory policies or increased scrutiny could disrupt the company's operations and potentially lead to fines or penalties. **Operational Risk:** - **Technology Dependence:** DDI's business relies heavily on technology infrastructure, including servers, software platforms, and network connectivity. System outages, data breaches, or cyberattacks could disrupt operations, harm reputation, and result in financial losses. - **Fraud and Security:** The online gaming industry is susceptible to fraud, such as account hacking, bonus abuse, and money laundering. DDI needs to invest in robust security measures to protect its platform and users' data. Failure to do so could lead to reputational damage and financial losses. - **Payment Processing:** DDI facilitates financial transactions between users and processes payments through third-party payment providers. Any disruptions or issues with payment processing could negatively impact user experience, trust, and revenue generation. **Market Risk:** - **Economic Conditions:** DDI's business is influenced by overall economic conditions and consumer spending patterns. Economic downturns or changes in consumer behavior can impact the demand for online gaming and social casino games. - **Currency Fluctuations:** DDI generates revenue in multiple currencies. Fluctuations in exchange rates can affect the company's financial results and profitability. - **Industry Trends:** The online gaming industry is constantly evolving, with new technologies, game genres, and platforms emerging. DDI needs to adapt to these trends and innovate to remain competitive and maintain its market position. **Conclusion:** DoubleDown Interactive Co. Ltd. American Depository Shares (DDI) faces a mix of financial, operational, and market risks. Investors should carefully assess these risks and consider the company's ability to mitigate them. The company's financial performance, regulatory compliance, technology infrastructure, and ability to adapt to market changes are key factors to monitor in evaluating the overall risk profile of DDI.


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