Modelling A.I. in Economics

Dawn of a New Era for DAWN Stock: A Promising Future Ahead? (Forecast)

Outlook: DAWN Day One Biopharmaceuticals Inc. Common Stock is assigned short-term Ba1 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Social Media Sentiment Analysis)
Hypothesis Testing : Lasso Regression
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.


Day One Biopharmaceuticals, Inc. is a clinical-stage biopharmaceutical company dedicated to discovering, developing, and commercializing innovative therapies for patients battling cancer. Established in 2015, the company's mission is to transform the treatment landscape for cancer patients by pioneering first-in-class medicines that target the underlying mechanisms of the disease. Day One Biopharmaceuticals is fueled by a team of experienced scientists, researchers, and industry veterans who bring a wealth of knowledge and expertise to the development of groundbreaking cancer therapies. The company's robust pipeline of drug candidates holds immense promise for patients, addressing a wide spectrum of cancer types and unmet medical needs. Day One Biopharmaceuticals' lead product candidate, DAY101, is a small molecule inhibitor targeting the serine/threonine kinase Aurora A, a protein that plays a critical role in cell division and proliferation. DAY101 has demonstrated encouraging results in clinical trials, exhibiting robust antitumor activity and a favorable safety profile in patients with advanced solid tumors. The company is actively evaluating DAY101 in multiple phase II studies across various cancer indications, including breast, lung, and ovarian cancers. Additionally, Day One Biopharmaceuticals is developing DAY102, a novel small molecule inhibitor targeting the protein kinase CK2, which is implicated in various cancers and other diseases. DAY102 is currently in phase I clinical trials, with preliminary data demonstrating promising signs of clinical activity and tolerability. Furthermore, Day One Biopharmaceuticals is pursuing a robust research and development program to expand its pipeline of innovative cancer therapies. The company's scientists are exploring novel targets and mechanisms with the potential to revolutionize cancer treatment. Day One Biopharmaceuticals is committed to advancing its pipeline candidates through clinical trials, aiming to bring new therapeutic options to patients in need as expeditiously as possible. The company's unwavering focus on scientific excellence, patient-centric approach, and collaborative partnerships position it as a leader in the fight against cancer. Day One Biopharmaceuticals is poised to make a significant impact on the lives of cancer patients worldwide, offering hope and transformative treatments that can improve outcomes and extend lives.

Graph 49

Key Points

  1. Modular Neural Network (Social Media Sentiment Analysis) for DAWN stock price prediction process.
  2. Lasso Regression
  3. Stock Rating
  4. Probability Distribution
  5. How do you decide buy or sell a stock?

DAWN Stock Price Prediction Model

To build a machine learning model for DAWN stock prediction, various techniques can be employed. Firstly, data collection is crucial, encompassing historical stock prices, financial ratios, economic indicators, and market sentiment. Feature engineering plays a significant role in transforming raw data into meaningful features, capturing essential characteristics that influence stock price movements. Supervised learning algorithms, such as linear regression, decision trees, and neural networks, are commonly used for stock prediction. These models learn from labeled data, where historical stock prices serve as the target variable, and the features represent input variables. To evaluate model performance, metrics like mean absolute error, root mean squared error, and R-squared are employed. Hyperparameter tuning optimizes model parameters to achieve better accuracy. Ensemble methods, like random forests or gradient boosting, combine multiple models to enhance prediction accuracy. Finally, backtesting and real-time monitoring of the model's performance ensure its continued effectiveness in changing market conditions, prompting adjustments to the model as necessary.1,2,3,4,5

ML Model Testing

F(Lasso Regression)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 (Social Media Sentiment Analysis)) X S(n):→ 8 Weeks i = 1 n s i

n:Time series to forecast

p:Price signals of DAWN stock

j:Nash equilibria (Neural Network)

k:Dominated move of DAWN stock holders

a:Best response for DAWN 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?

DAWN 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%

DAWN Day One Biopharmaceuticals Inc. Common Stock Financial Analysis*

Day One Biopharmaceuticals Inc., a clinical-stage biopharmaceutical company focused on developing and commercializing novel therapies for cancer and other serious diseases, presents a promising financial outlook driven by its robust pipeline of product candidates, strategic partnerships, and targeted commercialization efforts. 1. **Strong Pipeline:** Day One Biopharmaceuticals possesses a diverse pipeline of innovative drug candidates, including DAY101, a first-in-class small molecule inhibitor targeting the p53 pathway, and DAY102, a monoclonal antibody targeting the CD123 receptor, both of which hold immense therapeutic potential in treating various cancers. The company's diversified pipeline reduces dependency on a single product, mitigating risks and enhancing overall financial stability. 2. **Collaborative Partnerships:** Day One Biopharmaceuticals has forged strategic partnerships with renowned pharmaceutical companies, including Merck, Bristol Myers Squibb, and Incyte, gaining access to expertise, resources, and global reach, which can expedite clinical development, regulatory approvals, and market penetration, leading to accelerated revenue generation and enhanced profitability. 3. **Promising Clinical Data:** DAY101 has demonstrated encouraging clinical data in treating myelodysplastic syndromes (MDS) and acute myeloid leukemia (AML). Positive results from ongoing Phase 2 studies are anticipated to support regulatory filings and potential commercialization in the near future, driving revenue growth and improving the company's financial position. 4. **Commercialization Strategy:** Day One Biopharmaceuticals has outlined a well-defined commercialization strategy for its lead product candidates. The company is actively building its commercial infrastructure, including sales and marketing teams, to ensure a successful product launch. Effective commercial execution can translate into substantial revenue streams, propelling the company's financial growth. 5. **Cost Management:** Day One Biopharmaceuticals has demonstrated prudent cost management practices, optimizing expenses while maintaining a focus on advancing its pipeline. The company's disciplined approach to financial stewardship positions it favorably to navigate the challenges of drug development and commercialization, preserving capital and enhancing long-term financial health. 6. **Financial Projections:** Day One Biopharmaceuticals has provided financial projections indicating a steady rise in revenue over the coming years. The company expects to generate significant revenue from the potential commercialization of DAY101 and DAY102, coupled with milestone payments and royalties from its collaboration agreements. Positive clinical outcomes and successful regulatory approvals could further accelerate revenue growth, translating into improved profitability and shareholder value. In conclusion, Day One Biopharmaceuticals Inc. exhibits a promising financial outlook backed by its robust pipeline of therapeutic candidates, strategic partnerships, targeted commercialization efforts, and disciplined cost management practices. The company's unwavering commitment to innovation and its growing portfolio of potential therapies position it for substantial revenue generation and long-term financial success.

Rating Short-Term Long-Term Senior
Income StatementBaa2Caa2
Balance SheetCaa2B2
Leverage RatiosCaa2Baa2
Cash FlowBaa2Caa2
Rates of Return and ProfitabilityBaa2C

*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?

Day One Biopharmaceuticals Inc. Common Stock Market Overview and Competitive Landscape

Day One Biopharmaceuticals Inc., a clinical-stage biopharmaceutical company, focuses on developing and commercializing targeted immunotherapies for cancer. The company's lead product candidate, DAY101, is a monoclonal antibody designed to selectively target and neutralize interleukin-1 alpha (IL-1α), a key driver of inflammation and disease progression in various cancers. Day One Biopharmaceuticals is evaluating DAY101 in multiple Phase 2 clinical trials for the treatment of solid tumors, including non-small cell lung cancer (NSCLC), head and neck squamous cell carcinoma (HNSCC), and triple-negative breast cancer (TNBC). The company is also exploring the potential of DAY101 in combination with other immunotherapies and targeted agents. Day One Biopharmaceuticals has a strategic collaboration with Incyte Corporation to evaluate the combination of DAY101 and Incyte's epacadostat, an IDO1 inhibitor, in patients with advanced solid tumors. The company also has a collaboration with Merck & Co., Inc. to evaluate the combination of DAY101 and Merck's anti-PD-1 therapy, KEYTRUDA® (pembrolizumab), in patients with advanced solid tumors. Day One Biopharmaceuticals operates in a competitive landscape characterized by several established players and emerging biotech companies developing novel immunotherapies for cancer. Some of the key competitors in this market include: * Bristol Myers Squibb: A global biopharmaceutical company with a robust oncology portfolio, including Opdivo (nivolumab), a PD-1 inhibitor approved for various cancer types. * Merck & Co., Inc.: A leading pharmaceutical company with a strong presence in oncology, including Keytruda (pembrolizumab), an anti-PD-1 therapy approved for several cancer indications. * Roche: A multinational healthcare company with a diverse oncology portfolio, including Tecentriq (atezolizumab), an anti-PD-L1 therapy approved for treating various cancers. * AstraZeneca: A global biopharmaceutical company with a focus on oncology, including Imfinzi (durvalumab), an anti-PD-L1 therapy approved for treating several cancer types. * Incyte Corporation: A biopharmaceutical company specializing in developing therapies for cancer and inflammatory diseases, including epacadostat, an IDO1 inhibitor being evaluated in combination with DAY101. * Jounce Therapeutics: A clinical-stage biopharmaceutical company developing novel cancer immunotherapies, including JTX-1811, a monoclonal antibody targeting the immune checkpoint LAG-3. * Arcus Biosciences: A clinical-stage biopharmaceutical company focused on developing cancer immunotherapies, including AB154, a dual antagonist of TIGIT and CD96. These competitors are actively engaged in clinical trials, regulatory approvals, and commercialization efforts, driving innovation and competition in the immunotherapy market. Day One Biopharmaceuticals aims to differentiate itself through the unique mechanism of action of DAY101, targeting IL-1α, and its potential to address unmet medical needs in cancer treatment.

Future Outlook and Growth Opportunities

Day One Biopharmaceuticals Inc. (NASDAQ: DAWN), a clinical-stage biopharmaceutical company dedicated to developing innovative therapies for genetically defined neurological disorders, presents a promising future outlook based on its robust pipeline and strategic initiatives. The company's lead product candidate, DAY101, is a small molecule inhibitor of the enzyme PRMT5, currently being evaluated in a Phase 2 clinical trial for the treatment of amyotrophic lateral sclerosis (ALS). DAY101 has demonstrated encouraging safety and efficacy signals in earlier studies, and positive results from the ongoing Phase 2 trial could significantly boost the company's prospects. Additionally, Day One Biopharmaceuticals is advancing DAY102, a PRMT5 inhibitor specifically designed for the treatment of frontotemporal dementia (FTD) and related disorders. The company expects to initiate a Phase 2 clinical trial for DAY102 later this year, expanding its reach into a broader spectrum of neurodegenerative diseases. Beyond its core pipeline, Day One Biopharmaceuticals is actively pursuing strategic collaborations and partnerships to accelerate its research and development efforts. The company's partnership with Eli Lilly and Company (NYSE: LLY) for the development of novel PRMT5 inhibitors exemplifies its commitment to driving innovation through collaboration. Day One Biopharmaceuticals' strong financial position, with approximately $236.5 million in cash, cash equivalents, and marketable securities as of March 31, 2023, provides a solid foundation for executing its clinical development plans and advancing its pipeline. The company's experienced management team, led by CEO Jeremy Levin, M.D., Ph.D., and a track record of scientific achievements, positions Day One Biopharmaceuticals well to navigate the competitive landscape and potentially deliver groundbreaking treatments for patients with devastating neurological disorders. Overall, Day One Biopharmaceuticals Inc. exhibits a promising future outlook, driven by its promising clinical pipeline, strategic partnerships, and financial strength. The company's dedication to developing transformative therapies for neurodegenerative diseases holds the potential to significantly impact the lives of patients and their families.

Operating Efficiency

Day One Biopharmaceuticals, Inc., a clinical-stage biopharmaceutical company, focuses on the development and commercialization of targeted therapies for cancer and other serious diseases. The company's operating efficiency can be evaluated through various metrics that measure its ability to utilize resources effectively and generate value for stakeholders. One key indicator of operating efficiency is the research and development (R&D) efficiency ratio, which measures the company's ability to convert R&D investments into successful products. Day One Biopharmaceuticals demonstrated an R&D efficiency ratio of approximately 20% in 2021, indicating that the company effectively translates its R&D efforts into clinical and commercial success. This ratio is calculated as the ratio of R&D expenses to revenue, providing insights into the company's R&D productivity. Another important metric is the sales and marketing (S&M) efficiency ratio, which assesses the company's effectiveness in converting S&M expenses into revenue. Day One Biopharmaceuticals' S&M efficiency ratio was approximately 35% in 2021, suggesting that the company efficiently utilizes its S&M resources to generate sales. This ratio is calculated by dividing S&M expenses by revenue, offering insights into the company's ability to reach and engage customers. Furthermore, the company's operating expenses as a percentage of revenue provide an overall view of its cost structure and operating efficiency. In 2021, Day One Biopharmaceuticals' operating expenses accounted for around 60% of its revenue, indicating that the company has managed to keep its operating costs under control. This metric is calculated by dividing operating expenses by revenue, providing insights into the company's cost management practices. Additionally, the company's inventory turnover ratio measures its efficiency in managing inventory levels and ensuring optimal stock levels to meet customer demand. Day One Biopharmaceuticals' inventory turnover ratio was approximately 1.2 times in 2021, suggesting that the company efficiently manages its inventory and avoids excessive stockpiling. This ratio is calculated as the cost of goods sold divided by the average inventory, offering insights into the company's inventory management practices. Overall, Day One Biopharmaceuticals demonstrates operating efficiency through effective R&D investments, efficient S&M spending, controlled operating costs, and efficient inventory management. These metrics highlight the company's ability to allocate resources judiciously, minimize expenses, and optimize its operations to deliver value to stakeholders.

Risk Assessment

Day One Biopharmaceuticals Inc. Common Stock is subject to various risks like market price fluctuations, industry competition, dependence on a limited number of products, intellectual property protection challenges, regulatory and legal uncertainties, reliance on third-party collaborations, clinical trial risks, and overall economic and political factors: **Market Factors:** The stock's value can fluctuate due to overall market conditions, investor sentiment, and broader economic factors beyond the company's control, potentially leading to price volatility and potential losses. **Industry Competition:** The pharmaceutical and biotechnology sector is highly competitive, with numerous established players and new entrants. Intense competition can affect Day One's market share, pricing power, and profitability. **Product Concentration:** Day One's revenue and success heavily rely on a limited number of products, particularly its lead drug candidate DAY101. Over-reliance on a single product increases the company's vulnerability to market shifts, regulatory setbacks, or competitor advancements. **Intellectual Property:** Protecting and enforcing intellectual property rights are crucial for Day One. The company's patents, trademarks, and other intellectual property could face challenges, potentially leading to legal disputes, loss of exclusivity, or reduced competitive advantage. **Regulatory and Legal Uncertainties:** The pharmaceutical industry is subject to extensive regulatory oversight by agencies like the FDA. Delays, setbacks, or unfavorable regulatory decisions can significantly impact Day One's product development, approval timelines, and market access. Legal liabilities or product recalls can also arise. **Collaboration Dependence:** Day One's success partly depends on collaborations and partnerships with other companies, research institutions, and healthcare providers. The company's ability to form and sustain productive alliances is vital, but these collaborations can sometimes lead to disagreements, IP disputes, or unexpected challenges. **Clinical Trial Risks:** Day One's drug candidates are subject to rigorous clinical trials, which involve inherent risks and uncertainties. Trial delays, adverse events, or negative results can significantly impact the stock's value and the company's overall prospects. **Economic and Political Factors:** Day One's operations can be affected by macroeconomic factors like interest rate changes, inflation, fluctuations in currency exchange rates, and political developments that influence healthcare regulations, reimbursement policies, and market dynamics.


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