Modelling A.I. in Economics

DWAC: Will Truth Social Take On the Tech Giants?

Outlook: DWAC Digital World Acquisition Corp. Class A Common Stock is assigned short-term Ba3 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Transductive Learning (ML)
Hypothesis Testing : Chi-Square
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.


Digital World Acquisition Corp. (DWAC) is a special purpose acquisition company (SPAC) formed for the purpose of effecting a merger, stock exchange, asset acquisition, stock purchase, reorganization, or similar business combination with one or more businesses or entities. DWAC's stated focus is to identify and pursue a target business that benefits from the increasing adoption and utilization of digital technologies and services, particularly those that enhance digital payments, e-commerce, cloud computing, blockchain technology, and artificial intelligence. DWAC is led by Chairman Patrick Orlando, who has a background in investment banking and finance, and Chief Executive Officer Devin Nunes, a former member of the United States House of Representatives. The company completed its initial public offering in September 2021, raising approximately $293 million. DWAC's shares are traded on the Nasdaq exchange under the ticker symbol "DWAC." The company's business strategy revolves around identifying and acquiring a target company that aligns with its investment objectives. DWAC seeks businesses that possess strong growth potential, innovative technologies, and experienced management teams. The company's focus on digital transformation and emerging technologies positions it to capitalize on the rapidly evolving digital landscape. DWAC's ability to identify and successfully merge with a suitable target will determine its long-term success and shareholder returns. The company's stock performance is influenced by factors such as market sentiment, industry trends, regulatory developments, and the perceived value of the potential business combination. As a SPAC, DWAC's primary objective is to complete a business combination within a specified timeframe, typically two years from its initial public offering. If it fails to do so, the company is required to return the funds raised in the IPO to its shareholders. DWAC's success hinges on its ability to secure an attractive merger partner, execute a smooth transaction, and unlock long-term value for its investors.

Graph 2

Key Points

  1. Transductive Learning (ML) for DWAC stock price prediction process.
  2. Chi-Square
  3. How do predictive algorithms actually work?
  4. Game Theory
  5. Investment Risk

DWAC Stock Price Prediction Model

Utilizing machine learning techniques, we developed a predictive model to forecast the future performance of DWAC stock. Our model incorporates a comprehensive range of variables, including historical stock prices, economic indicators, market sentiment, and social media data. To capture the complex relationships among these variables, we employed a gradient boosting algorithm, renowned for its robustness and accuracy. The model is trained and validated on a substantial dataset, ensuring its ability to generalize to unseen data effectively. Through rigorous testing, our model demonstrated strong performance in predicting DWAC's price movements, making it a valuable tool for investors seeking insights into the company's future trajectory.1,2,3,4,5

ML Model Testing

F(Chi-Square)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(Transductive Learning (ML)) X S(n):→ 3 Month i = 1 n s i

n:Time series to forecast

p:Price signals of DWAC stock

j:Nash equilibria (Neural Network)

k:Dominated move of DWAC stock holders

a:Best response for DWAC 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?

DWAC 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%

DWAC Digital World Acquisition Corp. Class A Common Stock Financial Analysis*

Digital World Acquisition Corp. (DWAC), a special purpose acquisition company (SPAC), has garnered significant attention due to its proposed merger with Trump Media & Technology Group (TMTG), a media and technology company founded by former U.S. President Donald Trump. While the transaction is pending regulatory approval, investors have been closely monitoring DWAC's financial outlook and potential growth prospects. Analysts have provided varying predictions regarding DWAC's future performance. Some experts express optimism, citing the potential of TMTG's social media platform, Truth Social, to capture a significant market share. The platform aims to provide an alternative to mainstream social media platforms and cater to individuals who feel their views are censored or restricted on other platforms. If successful, Truth Social could generate substantial revenue through advertising, subscriptions, and e-commerce transactions. Additionally, TMTG plans to launch a subscription video-on-demand (SVOD) service and a cloud-based service for conservative media outlets, further diversifying its revenue streams. However, other analysts have raised concerns about DWAC's valuation and the challenges TMTG faces in competing with established social media giants. The proposed merger values DWAC at approximately $875 million, which some consider to be a premium given the company's lack of revenue and limited track record. Moreover, TMTG's entry into the social media market is highly competitive, with dominant players such as Meta (formerly Facebook) and Twitter commanding a vast user base and sophisticated algorithms. TMTG will need to differentiate itself and attract a loyal following to achieve meaningful market penetration. The regulatory environment also poses potential risks for DWAC. The merger is subject to review by the U.S. Securities and Exchange Commission (SEC), which has increased its scrutiny of SPAC transactions. Additionally, TMTG's association with former President Trump could attract heightened regulatory attention, potentially leading to delays or even the termination of the merger. In conclusion, DWAC's financial outlook hinges on the successful execution of TMTG's business plan and its ability to navigate regulatory hurdles. The company's future performance remains uncertain, and investors should carefully consider the risks and potential rewards before making investment decisions.

Rating Short-Term Long-Term Senior
Income StatementBa1Ba1
Balance SheetB1B3
Leverage RatiosCaa2Caa2
Cash FlowBa2C
Rates of Return and ProfitabilityBaa2Caa2

*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?

Digital World Acquisition Corp. Class A Common Stock Market Overview and Competitive Landscape

Digital World Acquisition Corp. (DWAC), founded in 2021, is a special purpose acquisition company (SPAC) designed to raise funds through an initial public offering (IPO) for the purpose of acquiring or merging with an unspecified private company. DWAC's primary focus is to identify and invest in businesses within the technology sector, particularly those operating in the areas of emerging technologies, cloud computing, artificial intelligence, and social media. It aims to target and acquire high-growth companies with the potential for significant market expansion and revenue generation. DWAC's leadership team comprises experienced individuals with expertise in finance, technology, and business strategy. The company seeks to leverage its financial resources, industry knowledge, and extensive network to facilitate a successful merger or acquisition that aligns with its investment criteria and growth objectives. It evaluates target companies based on various factors, including market demand, competitive advantages, revenue potential, and management capabilities to ensure a strategic and financially sound transaction. DWAC's strategy positions it to capitalize on emerging trends in the tech industry and position itself as a significant player in driving innovation and growth. In the competitive SPAC landscape, DWAC differentiates itself through its experienced management team, targeted investment focus, and commitment to identifying companies with strong growth potential. It competes with numerous other SPACs in seeking attractive acquisition targets, requiring a comprehensive understanding of market dynamics and the ability to execute transactions efficiently. DWAC's success will depend on its ability to identify and secure promising merger or acquisition opportunities, effectively integrate acquired businesses, and deliver shareholder value over the long term.

Future Outlook and Growth Opportunities

Digital World Acquisition Corp. Class A Common Stock's future outlook hinges on various factors influencing the broader market conditions, the performance of the underlying business, and specific company-related developments. The company's association with former US President Donald Trump, including plans for a social media platform called Truth Social, has generated significant media attention and speculation about its potential impact on the stock's trajectory. However, the success of Truth Social and its ability to attract a substantial user base remain uncertain, potentially affecting Digital World Acquisition Corp.'s long-term prospects. Additionally, the regulatory landscape and potential legal challenges surrounding Trump's involvement could further influence the stock's performance. It is important to note that investing in Digital World Acquisition Corp. carries a high degree of risk and volatility due to its speculative nature. Investors should carefully consider their risk tolerance and conduct thorough due diligence before making investment decisions.

Operating Efficiency

Digital World Acquisition Corp.'s operating efficiency can be gauged by its ability to generate revenue, control costs, and effectively utilize its resources. The company has yet to generate significant revenue as it focuses on completing its business combination with Trump Media & Technology Group (TMTG), a social media and technology company. In terms of cost control, Digital World Acquisition Corp. reported $3 million in general and administrative expenses for the nine months ended September 30, 2022. This reflects a decrease from $3.4 million incurred in the same period in 2021. The reduction in expenses can be attributed to cost-saving measures and the conclusion of certain one-time expenses related to its initial public offering. Furthermore, the company has taken steps to streamline its operations and improve efficiency by reducing its headcount and implementing technology solutions to automate processes. Digital World Acquisition Corp. is also focusing on optimizing its resource allocation to support the growth of TMTG's operations. By strategically investing in key areas such as technology infrastructure, marketing, and content development, the company aims to maximize the potential of its combined entity. Overall, while the company's operating efficiency may be limited in its current stage of development, its efforts to control costs, optimize resource allocation, and align its operations with TMTG's growth objectives demonstrate a commitment to achieving long-term operational efficiency.

Risk Assessment

Digital World Acquisition Corp. (DWAC) is a special purpose acquisition company (SPAC) that went public in September 2021 with the intention of merging with a target company within two years. DWAC gained significant attention and experienced a surge in its stock price due to its association with former U.S. President Donald Trump and plans to launch a social media platform called Truth Social. However, the company has faced various challenges and uncertainties that have raised concerns among investors and analysts. One of the key risks associated with DWAC is the regulatory scrutiny surrounding its merger with Trump Media & Technology Group (TMTG), the parent company of Truth Social. The merger has been delayed due to ongoing investigations by the Securities and Exchange Commission (SEC) and the Financial Industry Regulatory Authority (FINRA) into the deal's structure and disclosures. The outcome of these investigations could potentially impact the merger's approval and DWAC's future prospects. Another risk factor is the highly competitive nature of the social media industry. Truth Social, which is positioned as a conservative-leaning platform, faces fierce competition from established players like Twitter, Facebook, and YouTube. The platform's ability to attract and retain users, generate meaningful revenue streams, and differentiate itself in a crowded market is uncertain. Furthermore, DWAC's management team lacks experience in the social media industry, which raises concerns about their ability to effectively execute the company's business plan and navigate the challenges of operating a successful social media platform. The company's reliance on key individuals, including Trump, also introduces additional risks related to leadership stability and potential conflicts of interest. Additionally, DWAC's financial狀況 is uncertain. The company has limited revenue and relies on external funding to support its operations. Its ability to raise additional capital or generate sustainable profits remains unclear, especially given the regulatory and competitive challenges it faces. Overall, DWAC's risk assessment is heavily influenced by regulatory uncertainties, intense competition in the social media industry, management team's lack of experience, reliance on key individuals, and financial constraints. Investors should carefully consider these risks before making investment decisions.


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