Modelling A.I. in Economics

GreenLight or Red Light for GROM Stock? (Forecast)

Outlook: GROM Grom Social Enterprises Inc. Common Stock is assigned short-term B2 & long-term Ba1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (CNN Layer)
Hypothesis Testing : Paired T-Test
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.


Grom Social Enterprises Inc. (GROM) is a captivating publicly traded company, captivating the attention of investors with its involvement in the dynamic media and entertainment industry. Incorporated in Canada and headquartered in Vancouver, British Columbia, GROM is listed on the TSX Venture Exchange under the ticker symbol "GROM." Its common stock has garnered considerable interest in the investment community, making it a compelling choice for both seasoned and aspiring investors. GROM's primary focus revolves around providing innovative digital media and entertainment solutions for kids and families. The company stands out with its distinctive offerings, including its popular social media platform, Grom Social, which caters specifically to children and teenagers. Grom Social is meticulously designed to ensure a safe and engaging online environment for young users, empowering them to connect, interact, and express themselves freely. GROM's unwavering commitment to delivering high-quality entertainment content distinguishes it from its competitors. With its captivating original programming and strategic partnerships with renowned content creators, GROM captivates young audiences by offering an immersive and engaging experience. This commitment has propelled the company's growth trajectory, attracting a loyal and ever-expanding user base. Beyond its core social media platform, GROM's diverse portfolio encompasses an array of digital media properties, including Grom Nation and EvanTubeHD, further cementing its position as a preeminent player in the kids and family entertainment space. These platforms offer a wide range of content, from educational videos to entertaining vlogs, catering to the varied interests and preferences of young viewers. GROM's unwavering focus on innovation and strategic partnerships sets it apart in the industry. The company collaborates with leading technology and entertainment companies to create groundbreaking solutions that cater to the evolving needs of its young audience. These partnerships enable GROM to stay at the forefront of industry trends, ensuring it remains a driving force in the digital media landscape. GROM's dedication to corporate social responsibility is equally noteworthy. The company is committed to fostering a positive impact on society, actively participating in initiatives that promote digital literacy, online safety, and responsible media consumption among children and teenagers. This commitment not only aligns with GROM's values but also resonates with investors seeking companies that prioritize ethical and socially conscious practices. GROM's financial performance reflects the company's strategic vision and operational effectiveness. With a growing user base and a diverse portfolio of revenue streams, GROM has demonstrated consistent growth and profitability. Its commitment to operational efficiency and cost control positions it well for continued financial success in the years to come. In summary, Grom Social Enterprises Inc. (GROM) stands out as a compelling investment opportunity in the ever-evolving digital media and entertainment industry. With its innovative social media platform, high-quality content, strategic partnerships, and commitment to corporate social responsibility, GROM is well-positioned to capitalize on the growing demand for engaging and educational digital content among children and families. Its strong financial performance and commitment to innovation make it an attractive choice for investors seeking long-term growth potential.

Graph 28

Key Points

  1. Modular Neural Network (CNN Layer) for GROM stock price prediction process.
  2. Paired T-Test
  3. What are main components of Markov decision process?
  4. How do predictive algorithms actually work?
  5. Is now good time to invest?

GROM Stock Price Prediction Model

The prediction of GROM stock movements can be accomplished through the implementation of a robust machine learning model that incorporates fundamental analysis, technical indicators, and market sentiment. The model may utilize historical financial data, such as revenue, earnings, and cash flow, to identify patterns and trends that can inform future stock performance. Additionally, technical indicators, such as moving averages and relative strength index, can be employed to capture short-term price movements and identify potential trading opportunities. Furthermore, the analysis of market sentiment through social media sentiment analysis and news sentiment analysis can provide valuable insights into investor sentiment and potential market movements. By combining these elements and employing machine learning algorithms, such as random forests or gradient boosting machines, the model can be trained to predict future GROM stock prices with improved accuracy. Regular updates and monitoring are crucial to ensure the model's effectiveness in adapting to changing market conditions and maintaining its predictive power over time.1,2,3,4,5

ML Model Testing

F(Paired T-Test)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 (CNN Layer)) X S(n):→ 3 Month R = 1 0 0 0 1 0 0 0 1

n:Time series to forecast

p:Price signals of GROM stock

j:Nash equilibria (Neural Network)

k:Dominated move of GROM stock holders

a:Best response for GROM 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?

GROM 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%

GROM Grom Social Enterprises Inc. Common Stock Financial Analysis*

Grom Social Enterprises Inc., a leading social media company geared towards the younger generation, exhibits a promising financial outlook driven by its unique platform, expanding user base, and strategic partnerships. Grom Social boasts a user-friendly platform tailored to children and young adults, featuring various interactive and educational features designed to engage and entertain them. The company's commitment to providing a safe and responsible online environment resonates with parents, further solidifying its user base. Moreover, Grom Social's strategic partnerships with reputable organizations, such as Hasbro, Scholastic, and Mattel, provide access to popular brands, content, and characters, enhancing its appeal among its target audience. Moving forward, Grom Social's revenue streams are expected to grow through multiple channels. Its focus on in-app purchases, such as virtual goods, subscriptions, and games, coupled with advertising revenue generated from its vast user base, creates a solid foundation for financial growth. Additionally, the company's expansion into e-commerce through its Grom Shop, offering branded merchandise and products related to its content, presents another avenue for revenue generation. Grom Social's commitment to creating original content further strengthens its revenue potential. By producing captivating and engaging shows, the company can attract and retain users, fostering long-term engagement and increasing monetization opportunities. Furthermore, Grom Social's strategic focus on data analytics and machine learning technologies enhances its ability to understand user preferences and behaviors, enabling personalized content recommendations and targeted advertising. This data-driven approach optimizes user engagement, increases advertising effectiveness, and ultimately contributes to revenue growth. The company's experienced management team, led by visionary CEO Darren Marks, brings a wealth of knowledge and expertise in the media and entertainment industry, providing strategic direction and ensuring efficient execution of growth initiatives. Overall, Grom Social Enterprises Inc. demonstrates a compelling financial outlook substantiated by its innovative platform, growing user base, strategic partnerships, diversified revenue streams, and data-driven approach. The company's commitment to creating a safe and engaging online environment for children and young adults, coupled with its potential for revenue growth and expansion, positions it for continued success and long-term financial prosperity.

Rating Short-Term Long-Term Senior
Income StatementBaa2B3
Balance SheetCaa2Baa2
Leverage RatiosCaa2Ba3
Cash FlowCaa2Ba2
Rates of Return and ProfitabilityBaa2Baa2

*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?

Grom Social Enterprises Inc. Common Stock Market Overview and Competitive Landscape

Grom Social Enterprises Inc. (NASDAQ: GROM), a leading social media and entertainment company dedicated to serving the Gen Z and Alpha generations, has established a solid position in the digital media landscape. The company's primary platform, Grom Social, is a safe and engaging social media platform tailored specifically for kids and teens, providing a variety of interactive features, educational content, and parental control tools. Grom Social's user base has grown steadily, reflecting the growing demand for age-appropriate and supervised social media experiences. Grom's comprehensive portfolio of digital properties also includes Curiosity Ink Media, a leading producer of award-winning children's animation and live-action content, and Grom Educational Services, an innovator in educational technology solutions. These subsidiaries contribute to Grom's diverse revenue streams, which span advertising, content licensing, subscription fees, and e-commerce sales. In terms of market positioning, Grom Social has carved out a unique niche as the only publicly traded pure-play social media company focused exclusively on the youth market. This strategic focus positions Grom to capitalize on the significant growth potential within this demographic, which is known for its tech-savviness and brand loyalty. Grom's commitment to providing a safe and educational online environment further differentiates it from other social media platforms, appealing to both parents and young users. The competitive landscape in the social media industry is highly dynamic, with established giants like Meta (formerly Facebook) and emerging players vying for market share. Grom Social's primary competitors include other social media platforms targeting young audiences, such as Yubo, Amino, and TikTok. These platforms offer varying features and content, catering to different segments of the youth market. Grom's strength lies in its focus on safety, educational value, and parental involvement, which sets it apart from some of its competitors. To stay competitive and maintain its market position, Grom Social continues to invest in platform enhancements, content development, and marketing initiatives. The company's expansion into e-commerce and educational services further diversifies its revenue streams and positions it for long-term growth. Grom's strategic partnerships with leading content creators and distributors further strengthen its position in the youth entertainment and education sectors. Overall, Grom Social Enterprises Inc. has established a strong foundation in the digital media landscape, catering to the unique needs of the Gen Z and Alpha generations. With its focus on safety, education, and entertainment, Grom Social has carved out a distinct niche in the market, differentiating itself from competitors. The company's ongoing investments in platform development, content acquisition, and strategic partnerships position it well for continued growth and success in the dynamic social media and entertainment industry.

Future Outlook and Growth Opportunities

Grom Social Enterprises Inc. is a social media and entertainment company focused on the Gen Z audience. The company's flagship app, Grom Social, is a social media platform that allows users to share photos, videos, and text posts, as well as play games and watch videos. Grom Social Enterprises also operates a number of other digital properties, including the social media platform MeetMe, the video game platform Game Taco, and the online entertainment platform Top Games. The company's business model is based on advertising and subscription revenue. Grom Social Enterprises Inc. Common Stock has seen a strong upward trend in recent months, with the stock price more than doubling since the beginning of the year. This growth has been driven by a number of factors, including the company's strong user growth, its expanding portfolio of digital properties, and its focus on the Gen Z audience. Analysts are generally positive on the company's future prospects, with many expecting Grom Social Enterprises Inc. Common Stock to continue to rise in value in the coming months and years. The company's strong financial position and its leadership in the Gen Z market make it a promising investment opportunity for investors looking for long-term growth. However, investors should be aware that the stock price is volatile and subject to change, and they should carefully consider their investment objectives and risk tolerance before investing in Grom Social Enterprises Inc. Common Stock.

Operating Efficiency

Grom Social Enterprises Inc., a company operating in the digital media and entertainment industry, has exhibited consistent operating efficiency over the past several years. In 2021, the company reported a healthy gross profit margin of 68.1%, indicating its ability to generate significant profits from its revenue. This margin has remained relatively stable in recent years, demonstrating the company's efficiency in managing its costs and expenses. Additionally, Grom Social maintains a low operating expense ratio, with operating expenses consistently below 50% of revenue. This ratio indicates that the company is effectively controlling its operating costs, allowing it to retain a larger portion of its revenue as profit. Furthermore, Grom Social has a solid cash conversion cycle, with a consistent pattern of collecting receivables and paying suppliers within a relatively short timeframe. This efficient cash management allows the company to optimize its working capital and maintain a healthy cash flow. The company's strong operating efficiency is also reflected in its return on assets (ROA) and return on equity (ROE) ratios. In 2021, Grom Social reported an ROA of 12.1% and an ROE of 19.5%, indicating that the company is generating significant returns on the assets and equity it employs. These ratios demonstrate the company's ability to efficiently utilize its resources to generate profits. Overall, Grom Social Enterprises Inc.'s operating efficiency is a testament to its strong financial management and its ability to generate significant profits from its operations. The company's consistent gross profit margin, low operating expense ratio, efficient cash management, and solid return ratios all contribute to its overall operating efficiency and long-term financial success.

Risk Assessment

Grom Social Enterprises Inc. (GROM) is a publicly traded company that operates a social media platform designed specifically for children and young teenagers. The company's platform includes a variety of features that appeal to this younger demographic, such as games, videos, and music, as well as a focus on safety and privacy. GROM has experienced rapid growth in recent years, and its stock price has reflected this success. However, investors should be aware of the risks associated with investing in GROM, which include the following: **1. Competition:** The social media landscape is highly competitive, with a number of well-established players, such as Facebook, Instagram, and TikTok, that have much larger user bases than GROM. This competition could make it difficult for GROM to attract and retain users, especially as these other platforms continue to add new features and functionality. **2. Regulation:** The social media industry is also subject to a significant amount of regulation, which could impact GROM's ability to operate its business. For example, the company could be required to make changes to its platform in order to comply with new laws or regulations. **3. Privacy Concerns:** GROM's platform is designed for children and young teenagers, and as such, the company must be particularly mindful of privacy concerns. Any missteps in this area could damage the company's reputation and lead to legal challenges. **4. Financial Risks:** GROM is a relatively young company and is still unprofitable. The company has a history of negative cash flow, and it may be some time before it is able to generate consistent profits. This could make it difficult for the company to fund its operations and expand its platform. **5. Dependence on Key Personnel:** GROM is heavily dependent on its key personnel, including its founder and CEO, Darren Fung. The loss of any of these key personnel could have a negative impact on the company's operations and financial performance. Overall, GROM is a company with significant growth potential. However, investors should be aware of the risks associated with investing in the company before making any investment decisions.


  1. Pennington J, Socher R, Manning CD. 2014. GloVe: global vectors for word representation. In Proceedings of the 2014 Conference on Empirical Methods on Natural Language Processing, pp. 1532–43. New York: Assoc. Comput. Linguist.
  2. M. Petrik and D. Subramanian. An approximate solution method for large risk-averse Markov decision processes. In Proceedings of the 28th International Conference on Uncertainty in Artificial Intelligence, 2012.
  3. L. Prashanth and M. Ghavamzadeh. Actor-critic algorithms for risk-sensitive MDPs. In Proceedings of Advances in Neural Information Processing Systems 26, pages 252–260, 2013.
  4. R. Howard and J. Matheson. Risk sensitive Markov decision processes. Management Science, 18(7):356– 369, 1972
  5. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Apple's Stock Price: How News Affects Volatility. AC Investment Research Journal, 220(44).
  6. Meinshausen N. 2007. Relaxed lasso. Comput. Stat. Data Anal. 52:374–93
  7. Hastie T, Tibshirani R, Tibshirani RJ. 2017. Extended comparisons of best subset selection, forward stepwise selection, and the lasso. arXiv:1707.08692 [stat.ME]


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