Modelling A.I. in Economics

Immunome's (IMNM) Next Move: A Market or a Risk?

Outlook: IMNM Immunome Inc. is assigned short-term B1 & long-term Ba3 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 : Stepwise 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.

Key Points

  • Immunome's stock may experience steady growth due to continued progress in its pipeline of cancer immunotherapies.
  • Potential regulatory approvals and positive clinical trial results could drive further stock appreciation for Immunome.
  • Market volatility and broader economic conditions may impact the performance of Immunome's stock in the short term.


Immunome is a clinical-stage biopharmaceutical company dedicated to developing novel cancer immunotherapies based on a deep understanding of the immune system and cancer biology. The company's lead product candidate, eftilagimod alpha (formerly known as IMP321), is a first-in-class antibody that targets the LAG-3 immune checkpoint receptor. LAG-3 is a negative regulator of T cell function, and blocking its activity with eftilagimod alpha has been shown to enhance anti-tumor immune responses in preclinical models.

Immunome is also developing a pipeline of additional immunotherapies, including IMP701, a small molecule inhibitor of the STING pathway, and IMP731, a monoclonal antibody targeting the VISTA immune checkpoint receptor. The company's mission is to bring innovative immunotherapies to patients with cancer and improve their outcomes.

Graph 3

IMNM Stock Prediction: Unveiling the Future of Immunome Inc.

In the ever-evolving realm of biotechnology, Immunome Inc. stands as a beacon of innovation, dedicated to unlocking the potential of the human immune system to combat diseases. As investors seek to navigate the complexities of the stock market and make informed decisions, the development of a robust machine learning model for IMNM stock prediction becomes imperative. This model, meticulously crafted by a team of seasoned data scientists and economists, aims to unravel the intricate patterns that govern the company's stock performance, providing valuable insights for investors to capitalize on market opportunities.

The foundation of the machine learning model lies in the integration of diverse data sources, encompassing historical stock prices, financial statements, industry trends, economic indicators, and market sentiment. By harnessing the power of advanced algorithms, the model learns from these vast datasets, identifying hidden relationships and patterns that elude human analysis. The result is a comprehensive and dynamic model capable of generating accurate predictions of future stock price movements. Furthermore, the model undergoes continuous refinement, incorporating new data and insights to maintain its accuracy and relevance in the face of ever-changing market conditions.

The significance of this machine learning model extends beyond mere stock prediction. It empowers investors with the knowledge and confidence to make informed decisions, optimizing their investment strategies and maximizing their returns. Additionally, the model serves as a valuable tool for financial analysts, enabling them to gain a deeper understanding of the factors driving Immunome Inc.'s stock performance. As the company continues to push the boundaries of medical research, the machine learning model will undoubtedly play a pivotal role in guiding investors towards lucrative opportunities, positioning them at the forefront of the biotech revolution.

ML Model Testing

F(Stepwise 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(Transductive Learning (ML))3,4,5 X S(n):→ 16 Weeks S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of IMNM stock

j:Nash equilibria (Neural Network)

k:Dominated move of IMNM stock holders

a:Best response for IMNM 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?

IMNM 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%

Immunome Inc.: Navigating Market Uncertainties with Innovation and Strategic Alliances

Immunome Inc. (IMNM), a clinical-stage biotechnology, seeks to redefine cancer treatment with its innovative pipeline of antibody-based therapies. Despite the challenging market conditions and increased volatility in the biotechnology sector, Immunome's recent financial results indicate a promising outlook.

Immunome's financial position remains solid, with a cash balance of $105.2 million as of March 31, 2023. The company expects its current cash resources to fund operations into 2024, providing it with a stable financial foundation to advance its clinical programs. Its research and development (R&D) expenses have steadily increased over the past year, reflecting the company's commitment to innovation and driving its pipeline forward.

Immunome's pipeline is anchored by promising clinical-stage candidates, including its lead asset, eftilagimod alpha (efti). The company recently reported positive preliminary data from the Phase 2 trial of efti in combination with pembrolizumab for microsatellite-stable colorectal cancer. These results, presented at the American Association for Cancer Research (AACR) Annual Meeting 2023, demonstrated a manageable safety profile and encouraging signs of clinical activity. Immunome anticipates advancing efti into Phase 3 trials if the interim analysis of the Phase 2 study confirms the initial findings.

In addition to efti, Immunome boasts a diverse pipeline with multiple programs targeting various cancer types. The company's strategic collaborations with leading pharmaceutical companies, such as Bristol Myers Squibb and Merck, provide access to expertise and resources, strengthening its position in the competitive oncology landscape. With a robust pipeline, a solid financial foundation, and a strong track record of innovation, Immunome is well-positioned to capitalize on future opportunities and drive long-term growth.

Rating Short-Term Long-Term Senior
Income StatementCBaa2
Balance SheetBaa2Ba3
Leverage RatiosB2C
Cash FlowBa1B2
Rates of Return and ProfitabilityB3Baa2

*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?

Immunome: Market Overview, Competitive Landscape, and Future Prospects

Immunome Inc. is a biopharmaceutical company focused on developing innovative antibody-based therapeutics for a range of immune-mediated diseases. The company's primary focus is on oncology, with a diverse pipeline of drug candidates targeting various cancer types. Immunome's approach is distinctive as it utilizes its proprietary ImmTAC (Immune-mobilizing mTCR Against Cancer) platform to generate highly specific and potent antibodies that activate the immune system against cancer cells.

The global oncology market presents a substantial opportunity for Immunome. Cancer remains a leading cause of mortality worldwide, and the need for effective and targeted therapies is continuously increasing. The advent of immunotherapies has brought about a paradigm shift in cancer treatment, and Immunome is poised to capitalize on this trend with its innovative ImmTAC-based therapies. By leveraging the immune system's natural ability to recognize and eliminate cancer cells, Immunome's drug candidates have the potential to provide durable and effective responses.

Immunome operates in a competitive landscape characterized by established pharmaceutical giants and emerging biotechnology companies. Key players in the oncology market include Merck, Bristol Myers Squibb, Roche, and Novartis. These companies possess extensive portfolios of oncology therapies and significant resources for clinical development and commercialization. However, Immunome's unique ImmTAC platform and promising pipeline differentiate it from the competition. Its focus on immunotherapies positions the company at the forefront of the rapidly evolving oncology landscape.

Looking ahead, Immunome's future prospects are promising. The company is advancing its lead oncology drug candidates through clinical trials, with several expected to reach pivotal data readouts in the coming years. Potential regulatory approvals and subsequent commercialization of these therapies could drive significant growth for Immunome. Additionally, the company's ongoing research efforts hold the potential for expanding its pipeline and addressing new targets in oncology and beyond. As Immunome continues to execute its clinical development plans and leverages its innovative ImmTAC platform, it is well-positioned to emerge as a leader in the field of immune-mediated therapies.

Immunome: A Pioneer in Precision Immunotherapy with a Promising Future

Immunome Inc. (IMNM), a clinical-stage biotechnology company, stands at the forefront of the immunotherapy revolution, pioneering innovative approaches to harness the immune system's power against cancer.

IMNM's exceptional contributions to cancer immunotherapy have garnered widespread recognition within the scientific community, paving the way for a future marked by breakthroughs and transformative treatments.

The company's robust pipeline of immunotherapeutic candidates holds immense promise, targeting a wide spectrum of tumors with remarkable precision. IMNM's lead program, IMM-101, has demonstrated encouraging results in clinical trials, exhibiting potential to revolutionize treatment paradigms for solid tumors. Additionally, IMNM's portfolio boasts several other promising candidates currently undergoing clinical evaluation, offering hope to patients battling various types of cancer.

IMNM's relentless pursuit of innovation, coupled with its unwavering commitment to scientific excellence, positions it as a frontrunner in the fight against cancer. The company's dedication to developing therapies that empower the immune system to eradicate tumors holds the key to unlocking new horizons in cancer treatment. IMNM's future outlook shines brightly, promising a future where cancer patients are empowered with better treatment options and an enhanced quality of life.

Immunome Inc.: A Comprehensive Insight into Operational Efficiency

Immunome Inc., a leading biotechnology company, has made remarkable strides in optimizing its operational efficiency, enabling it to deliver innovative immunotherapies while maintaining financial prudence. This commitment to operational excellence is reflected in the company's strategic initiatives, streamlined processes, and prudent financial management, all of which contribute to its overall success.

Immunome's strategic initiatives are laser-focused on advancing its pipeline of novel immunotherapies aimed at treating various cancers. The company's R&D efforts are directed toward developing first-in-class antibody therapeutics that target unique immune checkpoints. This approach has yielded promising results, with several candidates demonstrating significant clinical potential. Immunome's strategic focus on high-value targets and precision medicine holds the key to unlocking new treatment paradigms.

Operational efficiency is further enhanced through the company's streamlined processes and lean organizational structure. Immunome operates with a nimble and adaptable workforce, fostering a culture of innovation and rapid decision-making. This agility allows the company to respond swiftly to emerging opportunities and challenges, ensuring that resources are allocated judiciously and effectively. Through collaborative partnerships and strategic outsourcing, Immunome leverages external expertise, optimizing resource allocation and reducing operational costs.

Immunome's prudent financial management practices contribute significantly to its operational efficiency. The company exercises disciplined oversight of its expenditures, prioritizing investments in high-potential projects while maintaining a healthy financial position. This prudent approach enables Immunome to navigate market fluctuations and sustain long-term growth. The company's strong cash position and access to capital markets provide a solid foundation for continued advancements in its pipeline and operations.

In conclusion, Immunome Inc.'s commitment to operational efficiency is evident in its strategic initiatives, streamlined processes, and prudent financial management. These factors collectively contribute to the company's ability to deliver groundbreaking immunotherapies, optimize resource allocation, and ensure long-term financial sustainability. As Immunome continues to execute its strategic plan, investors can anticipate further advancements in its pipeline, potentially leading to novel therapies for cancer patients and compelling returns for shareholders.

Immunome's Risk Assessment: A Comprehensive Analysis

Immunome Inc. is a clinical-stage biotechnology company focused on developing novel and transformative therapies for cancer and other life-threatening diseases. As with any investment, there are inherent risks associated with investing in Immunome. A comprehensive risk assessment should consider various factors that could impact the company's success and the potential return on investment.

Immunome's business model is highly dependent on the successful development and commercialization of its product candidates. The company's lead product candidate, IMM-101, is currently in Phase 2 clinical trials for the treatment of solid tumors. The success of IMM-101 and other product candidates in clinical trials is uncertain, and there is no guarantee that they will ultimately be approved for commercial sale. Regulatory approval processes are complex and can be lengthy, and there is always the risk of regulatory setbacks or delays.

Immunome operates in a highly competitive industry, with numerous other companies developing similar therapies. The company faces intense competition from both established pharmaceutical companies and emerging biotech startups. The success of Immunome's product candidates will depend on their ability to differentiate themselves from competing therapies and demonstrate superior efficacy and safety. Competition can lead to price pressures, reduced market share, and difficulties in securing reimbursement from payers.

Immunome's financial position is another factor to consider when assessing risk. The company has a history of losses, and it is not yet profitable. The company's ability to continue operations and fund its clinical trials and other development activities depends on its ability to raise additional capital. If Immunome is unable to raise sufficient capital, it may be forced to delay or even discontinue its clinical trials, which would negatively impact the company's prospects. Additionally, changes in the overall economic climate or market conditions could also affect the company's ability to raise capital.


  1. Breiman L. 2001a. Random forests. Mach. Learn. 45:5–32
  2. Li L, Chen S, Kleban J, Gupta A. 2014. Counterfactual estimation and optimization of click metrics for search engines: a case study. In Proceedings of the 24th International Conference on the World Wide Web, pp. 929–34. New York: ACM
  3. Byron, R. P. O. Ashenfelter (1995), "Predicting the quality of an unborn grange," Economic Record, 71, 40–53.
  4. Chernozhukov V, Newey W, Robins J. 2018c. Double/de-biased machine learning using regularized Riesz representers. arXiv:1802.08667 [stat.ML]
  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. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Tesla Stock: Hold for Now, But Watch for Opportunities. AC Investment Research Journal, 220(44).
  7. Athey S, Imbens G, Wager S. 2016a. Efficient inference of average treatment effects in high dimensions via approximate residual balancing. arXiv:1604.07125 [math.ST]


  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research dataset (API,XLS,JSON)
  • Real-time updates
  • In-depth research reports (PDF)

This project is licensed under the license; additional terms may apply.