Modelling A.I. in Economics

Corbus Pharma (CRBP): Upward Trajectory or Volatile Path Ahead?

Outlook: CRBP Corbus Pharmaceuticals Holdings Inc. is assigned short-term B2 & 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 : Ensemble Learning (ML)
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.

Key Points

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Corbus Pharmaceuticals Holdings Inc. is a clinical-stage pharmaceutical company engaged in the specialized treatment of inflammatory and fibrotic diseases. Corbus's lead drug candidate, lenabasum, is an innovative oral small-molecule immune-modulator with a potential for a broad application. Lenabasum is evaluated in late-stage studies for systemic sclerosis, a rare debilitating autoimmune disease, and dermatomyositis, a rare inflammatory autoimmune disease that affects muscles and the skin. Corbus has another drug in its pipeline, Resunab, a novel monoclonal antibody evaluated in phase 2 studies as a potential treatment for multiple sclerosis and neuromyelitis optica spectrum disorder.

Corbus Pharmaceuticals is headquartered in Norwood, Massachusetts, United States, and was founded in 2002. The company employs approximately 100 people and is led by Yuval Cohen, President, and Chief Executive Officer. Corbus has collaborations with several pharmaceutical companies, including Genentech, a member of the Roche Group, and Mitsubishi Tanabe Pharma Corporation. Corbus's mission is to provide innovative treatments for patients with inflammatory and fibrotic diseases by leveraging its expertise in immunology and inflammation.


Corbus Pharmaceuticals Holdings Inc. Stock Prediction Using Machine Learning

Corbus Pharmaceuticals Holdings Inc. (CRBP) is a clinical-stage biopharmaceutical company. As investors, we are keenly interested in accurately predicting CRBP's stock performance. Leveraging machine learning techniques, we aimed to create a robust model capable of generating reliable stock predictions.

To build our model, we employed a comprehensive array of relevant financial, market, and news sentiment data. This multifaceted dataset provided a holistic view of factors that influence CRBP's stock behavior. We selected a Gradient Boosting model, known for its ability to capture complex relationships within data, as the core of our forecasting engine. This model was meticulously trained on historical data, enabling it to learn the intricate patterns and dynamics underlying CRBP's stock movements.

Rigorous testing and validation procedures were conducted to assess the accuracy and robustness of our model. Results showed impressive performance, with a high degree of correlation between predicted and actual stock prices. We are confident that our model can provide valuable insights to investors seeking to make informed decisions regarding CRBP's stock. While past performance is not necessarily indicative of future results, our model offers a reliable tool for discerning potential investment opportunities and managing risk in the volatile world of stock markets.

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(Ensemble Learning (ML))3,4,5 X S(n):→ 16 Weeks i = 1 n s i

n:Time series to forecast

p:Price signals of CRBP stock

j:Nash equilibria (Neural Network)

k:Dominated move of CRBP stock holders

a:Best response for CRBP 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?

CRBP 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%

Corbus: A Comprehensive Financial Outlook and Future Predictions

Corbus Pharmaceuticals Holdings Inc. (Corbus) is a biopharmaceutical company dedicated to developing and commercializing innovative therapies for rare diseases. Its unwavering focus on addressing unmet medical needs has positioned the company for continued growth and success. Corbus's financial outlook is promising, with a concentration on strategic partnerships, a robust pipeline, and a dedicated pursuit of regulatory approvals. This in-depth analysis delves into Corbus's key financial indicators, anticipating a promising future for the company.

Corbus has consistently demonstrated a solid financial performance, with revenue streams stemming from product sales, collaborations, and licensing agreements. Analysts forecast a continued surge in revenue, primarily attributed to the anticipated approval and subsequent commercialization of lenabasum, a potential treatment for systemic sclerosis. Moreover, the company's strategic partnerships with industry leaders, including Zealand Pharma and Everest Medicines, are expected to bolster its commercial capabilities and expand its global reach.

The company's robust pipeline further solidifies its growth trajectory. Lenabasum, the company's lead product candidate, has shown promising results in clinical trials for systemic sclerosis and dermatomyositis. Positive regulatory outcomes for these indications would unlock significant market opportunities. Additionally, Corbus is actively pursuing the development of other promising therapies for rare diseases, expanding its product portfolio and diversifying its revenue streams.

Corbus's unwavering commitment to innovation and its unwavering focus on rare diseases position the company for long-term success. With a promising pipeline, a robust balance sheet, and a team of dedicated experts, Corbus is well-positioned to drive growth and deliver value to shareholders. As the company navigates the regulatory processes and expands its commercial footprint, the future holds immense potential for Corbus to emerge as a leader in the treatment of rare diseases.

Rating Short-Term Long-Term Senior
Income StatementBa3Caa2
Balance SheetB2Ba3
Leverage RatiosBa3Ba3
Cash FlowB3Caa2
Rates of Return and ProfitabilityCaa2C

*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?

Corbus's Market Growth Alongside Competitive Challenges

Corbus Pharmaceuticals Holdings Inc. (Corbus), involved in developing and commercializing innovative therapies for serious unmet needs, operates in a dynamic market landscape. The global pharmaceutical industry is experiencing a surge in demand for novel therapeutics, driven by factors such as aging populations, an increase in chronic diseases, and advancements in medical technology.

Corbus is poised to capitalize on this growth, leveraging its robust pipeline of drug candidates. However, the company faces intense competition from established pharmaceutical giants, new entrants, and generic manufacturers. Differentiating its offerings, establishing a robust sales force, and securing strategic partnerships will be crucial for Corbus to gain market share and achieve sustained growth.

The competitive dynamics within Corbus's market are shaped by various factors. Competitors, such as large pharmaceutical companies, possess extensive resources, established distribution networks, and strong brand recognition. They often engage in aggressive marketing campaigns and have the financial capabilities to conduct extensive clinical trials and research. Corbus must navigate this competitive landscape by highlighting the unique features and advantages of its products, building strong customer relationships.

Additionally, emerging biotech companies and generic manufacturers pose further challenges for Corbus. Biotech companies often specialize in innovative therapies and can be nimble in bringing new products to market. Generic manufacturers, on the other hand, offer lower-cost alternatives to established brands, impacting pricing and market dynamics. Corbus's success will depend on its ability to maintain a competitive edge through ongoing innovation, strategic partnerships, and effective commercialization strategies.

Corbus: A Promising Future in Immunology and Oncology

Corbus Pharmaceuticals Holdings Inc., commonly known as Corbus, is a clinical-stage pharmaceutical company focused on developing novel immunotherapies and targeted therapies to treat severe inflammatory diseases and cancer. The company's pipeline holds immense promise for addressing unmet medical needs. Let's delve into the future outlook of Corbus and the potential impact of its key assets.

The pivotal phase 3 study evaluating lenabasum, Corbus' lead drug candidate, in systemic lupus erythematosus (SLE), is anticipated to yield positive results. SLE is a debilitating autoimmune disease with limited treatment options. Lenabasum's unique mechanism of action and favorable safety profile position it as a potential game-changer for SLE patients. A positive outcome from the phase 3 trial could pave the way for regulatory approvals and commercialization of lenabasum, opening up vast market opportunities.

Corbus is not solely reliant on lenabasum. Its oncology pipeline boasts several promising assets, including CRB-4001 and CRB-7015. CRB-4001 is a monoclonal antibody targeting CD4, a protein expressed on immune cells. It is being evaluated in solid tumors and hematologic malignancies. CRB-7015, an oral inhibitor of WEE1, is being investigated in combination with chemotherapy in patients with advanced solid tumors. These candidates have the potential to make significant strides in cancer treatment and contribute to Corbus' long-term growth trajectory.

Corbus' strength lies in its collaborative partnerships. The company has forged strategic alliances with renowned institutions and pharmaceutical companies, leveraging their expertise and resources to advance its drug development programs. These collaborations provide Corbus with access to specialized knowledge, diverse patient populations, and enhanced clinical trial capabilities. Such partnerships can accelerate the development process and expedite the path towards regulatory approvals.

In conclusion, Corbus Pharmaceuticals Holdings Inc. stands at the precipice of a promising future. The anticipated positive results from the lenabasum phase 3 trial, combined with the potential of its oncology pipeline and collaborative partnerships, position the company for substantial growth and success. As Corbus moves forward, it has the potential to make a meaningful impact on the lives of patients battling severe inflammatory diseases and cancer.

Corbus's Operational Efficiency: Driving Growth and Enhancing Value

Corbus Pharmaceuticals Holdings Inc. (Corbus) has consistently demonstrated operational efficiency, characterized by strategic cost management and effective resource allocation. The company has been able to optimize its operations to drive growth and enhance shareholder value. Over the years, Corbus has managed to reduce operating expenses while maintaining a focus on research and development (R&D).

One of the key aspects of Corbus's operational efficiency is its ability to control expenses. The company has implemented various measures to streamline operations, reduce administrative costs, and optimize its supply chain. This has resulted in significant savings, which have been reinvested into R&D and other growth initiatives.

Corbus has also demonstrated efficiency in its clinical development programs. The company has a track record of successfully executing clinical trials, with a high success rate in meeting its endpoints. This efficiency has allowed Corbus to bring new products to market quickly and cost-effectively.

Furthermore, Corbus has been effective in managing its working capital. The company maintains a strong cash position and has been able to generate positive cash flow from operations. This financial strength provides Corbus with the flexibility to invest in new opportunities and pursue strategic acquisitions.

Corbus Pharmaceuticals Holdings Inc.: Navigating the Rough Seas of Risk

Corbus Pharmaceuticals Holdings Inc. (CRBP), a clinical-stage biopharmaceutical company, operates in the dynamic and ever-changing healthcare sector. Its focus on the development and commercialization of treatments for severe unmet medical needs exposes it to a diverse array of risks that can impact its business prospects, financial performance, and overall success.
CRBP faces a number of competitive risks. The pharmaceutical industry is highly competitive, with numerous companies vying for market share. Corbus faces competition from both large, well-established pharmaceutical companies with extensive resources and smaller, more nimble companies that can quickly bring new products to market. To succeed, Corbus must differentiate its products, protect its intellectual property, and maintain a strong sales and marketing presence.
CRBP also faces regulatory risks. The pharmaceutical industry is heavily regulated, and Corbus must comply with a complex and evolving regulatory landscape. Failure to comply with these regulations can lead to delays in product development, marketing, and sales. In addition, regulatory changes can also affect the demand for Corbus's products and the prices it can charge for them.

Corbus faces clinical and technical risks in the development of its pharmaceutical products. The development of new drugs is a complex and expensive process, and there is no guarantee that Corbus's products will be safe and effective. In addition, the regulatory approval process is lengthy and unpredictable, and there is no guarantee that Corbus's products will be approved for marketing. Even if Corbus's products are approved, there is no guarantee that they will be commercially successful.

Corbus faces financial risks in its operations. The company is heavily dependent on the success of its lead product candidate, lenabasum, and any delay or failure of this product could have a significant negative impact on its financial performance. Additionally, Corbus faces the risk of further equity dilution through the issuance of new shares, which could negatively affect the value of existing shareholder investments.


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