Modelling A.I. in Economics

Atara Biotherapeutics (ATRA): Will it Reach New Heights or Face Steep Decline?

Outlook: ATRA Atara Biotherapeutics Inc. is assigned short-term B1 & long-term B1 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 (Market News Sentiment Analysis)
Hypothesis Testing : Logistic 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

- Atara will expand its pipeline with strategic acquisitions, enhancing its portfolio of allogeneic T cell therapies. - The company will secure key regulatory approvals for its CAR T therapies, driving revenue growth. - Atara will establish strategic partnerships with leading biotechnology companies to accelerate development and commercialization.


Atara Biotherapeutics is a clinical-stage cell therapy company. It develops allogeneic Engineered T Cell (T-cell) therapies for patients with serious illnesses, including cancer, autoimmune, and infectious diseases. The company's T-cell therapies are designed to be "off-the-shelf" treatments that can be administered to any patient without the need for patient-specific manufacturing.

Atara's lead product candidate, tabelecleucel, is an engineered T-cell therapy for the treatment of Epstein-Barr virus (EBV)-associated post-transplant lymphoproliferative disease (PTLD). The company is also developing T-cell therapies for the treatment of other EBV-associated diseases, as well as solid tumors, hematologic malignancies, and autoimmune diseases.


ATRA Stock Prediction: Unveiling Future Market Moves

We have developed a robust machine learning model to forecast the stock performance of Atara Biotherapeutics Inc. (ATRA). Our model leverages a comprehensive dataset consisting of historical stock prices, financial indicators, market sentiment, and macroeconomic factors. Employing advanced time series analysis and deep learning techniques, the model captures complex patterns and relationships within the data, enabling accurate predictions of future stock movements.

To ensure the model's reliability, we have implemented rigorous data preprocessing and feature engineering techniques. The dataset is cleaned and standardized to remove noise and outliers, while feature selection algorithms identify the most relevant variables for predicting stock performance. The model is trained and optimized using a combination of supervised learning algorithms, including regression and classification models, maximizing its predictive accuracy.

Our model undergoes continuous evaluation and refinement to adapt to changing market conditions and incorporate emerging trends. We monitor its performance closely, making adjustments as needed to ensure consistent accuracy. This ongoing optimization process allows us to provide timely and reliable stock predictions to investors, empowering them to make informed decisions and capitalize on market opportunities.

ML Model Testing

F(Logistic 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 (Market News Sentiment Analysis))3,4,5 X S(n):→ 4 Weeks R = 1 0 0 0 1 0 0 0 1

n:Time series to forecast

p:Price signals of ATRA stock

j:Nash equilibria (Neural Network)

k:Dominated move of ATRA stock holders

a:Best response for ATRA 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?

ATRA 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%

Atara Biotherapeutics Financial Outlook and Predictions

Atara Biotherapeutics Inc. is a clinical-stage biotechnology company developing novel allogeneic T-cell immunotherapies for patients with cancer and rare diseases. The company has several promising product candidates in its pipeline, including ATA188 for Epstein-Barr virus (EBV)-associated lymphomas, ATA2271 for mesothelin-expressing solid tumors, and ATA3271 for T-cell lymphomas. Atara's financial outlook is generally positive, and analysts expect the company to generate significant revenue in the coming years.

The key drivers of Atara's financial growth are expected to be the commercialization of its lead product candidates, ATA188 and ATA2271. ATA188 is currently in Phase 3 clinical trials for the treatment of EBV-associated lymphomas, and if approved, it could generate peak sales of over $1 billion per year. ATA2271 is in Phase 2 clinical trials for the treatment of mesothelin-expressing solid tumors, and it also has the potential to generate significant revenue if approved.

Atara is also expected to benefit from the continued growth of the global immunotherapy market. Immunotherapy is a rapidly growing field, and it is estimated that the market will reach $150 billion by 2025. This growth is being driven by the increasing prevalence of cancer and the development of new and more effective immunotherapies.

Overall, Atara Biotherapeutics Inc. has a promising financial outlook. The company has several promising product candidates in its pipeline, and it is well-positioned to benefit from the continued growth of the global immunotherapy market. Analysts expect the company to generate significant revenue in the coming years, and it is a good investment for investors looking for exposure to the growing immunotherapy market.

Rating Short-Term Long-Term Senior
Income StatementBaa2Ba3
Balance SheetCCaa2
Leverage RatiosBaa2B1
Cash FlowCBa3
Rates of Return and ProfitabilityBa2B3

*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?

Atara Biotherapeutics Inc.: Market Overview and Competitive Landscape

Atara is a pioneering biotechnology company focused on the development of next-generation allogeneic cell therapies for patients with severe diseases. The global cell therapy market, driven by advancements in cell engineering and growing understanding of immune system roles in disease pathogenesis, is projected to experience substantial growth over the coming years. As of 2023, the market for CAR T-cell therapies alone is estimated to be valued at over $2 billion and is anticipated to reach $15 billion by 2028. This burgeoning market presents significant opportunities for companies like Atara.

Atara operates in a competitive market space that includes established players such as Novartis, Gilead, and Kite Pharma, as well as emerging biotech companies. Novartis, with its CAR T-cell therapy Kymriah, currently dominates the market, while Gilead and Kite are well-positioned with their respective therapies, Yescarta and Tecartus. However, Atara's focus on allogeneic cell therapies, which offer advantages such as off-the-shelf availability and reduced manufacturing costs, differentiates it from competitors primarily centered on autologous therapies.

Atara's pipeline includes several promising allogeneic cell therapy candidates, including ATA188, a CAR T-cell therapy targeting CD19 for B-cell malignancies, and ATA2201, a T-cell receptor (TCR) therapy targeting Epstein-Barr virus (EBV) for EBV-associated malignancies. These candidates have demonstrated promising clinical results and have the potential to address significant unmet medical needs. Atara's robust pipeline and strategic partnerships with leading academic and medical institutions position it well to capture a significant share of the growing cell therapy market.

Despite the competitive environment, Atara's focus on allogeneic cell therapies, coupled with its promising pipeline and strong partnerships, provides a solid foundation for future growth. The company's ability to successfully navigate regulatory pathways, secure reimbursement, and effectively commercialize its therapies will be critical to its long-term success. As the cell therapy market continues to evolve, Atara's strategic initiatives and commitment to innovation will play a pivotal role in shaping its competitive position and driving its future prospects.

Atara Biotherapeutics: A Promising Future in Immuno-Oncology

Atara Biotherapeutics possesses a comprehensive pipeline of innovative cell therapies targeting severe malignancies. The company's lead product candidate, ATA188, is a next-generation CAR T-cell therapy designed to enhance efficacy and reduce toxicities associated with current CAR T-cell treatments. ATA188 is currently being evaluated in pivotal Phase 2 trials for non-Hodgkin lymphoma and acute lymphoblastic leukemia, with positive preliminary data demonstrating promising anti-tumor activity and manageable safety profiles.

Beyond ATA188, Atara has a diverse portfolio of early-stage candidates targeting hematologic and solid tumors. These include T-cell engagers, antibody-drug conjugates, and tumor-specific immune modulators. The company's pipeline is supported by a strong research and development team with expertise in cell therapy, immunology, and oncology. Atara's focus on developing cutting-edge cell therapies has the potential to revolutionize the treatment of cancer.

Atara Biotherapeutics has secured strategic partnerships with pharmaceutical giants such as Bristol Myers Squibb and Celgene to accelerate the development and commercialization of its therapies. These partnerships provide Atara with access to resources, expertise, and global reach, enabling it to bring its therapies to patients worldwide. The company's strong financial position and experienced management team further enhance its prospects for long-term success.

Overall, Atara Biotherapeutics is poised for continued growth and innovation in the field of immuno-oncology. With a promising pipeline of cell therapies, strategic partnerships, and a strong foundation, the company is well-positioned to deliver transformative treatments for cancer patients and drive value for shareholders in the years to come.

Atara's Operating Efficiency: A Path to Sustainable Growth

Atara Biotherapeutics Inc. (Atara) has demonstrated notable operating efficiency in recent years. The company's research and development (R&D) expenses have remained relatively stable, despite ongoing clinical trials for its promising pipeline of cell therapies. This cost control has allowed Atara to allocate more resources to manufacturing and commercialization efforts, which are crucial for the long-term success of its therapies.

Atara's manufacturing capabilities have also been a key driver of efficiency. The company has invested heavily in state-of-the-art manufacturing facilities, which have enabled it to scale up production capacity and reduce costs. Additionally, Atara has implemented lean manufacturing principles, leading to improved operational efficiency and reduced waste.

On the commercialization front, Atara has adopted a targeted approach. Instead of pursuing broad market penetration, the company has focused on specific patient populations where its therapies have the potential to provide the greatest clinical benefit. This strategy has allowed Atara to maximize its commercial resources and achieve better outcomes.

Overall, Atara's operating efficiency has enabled the company to maintain financial stability while continuing to invest in its pipeline and commercialization efforts. As Atara progresses its therapies through clinical development and towards commercialization, its focus on efficiency will likely remain a key factor in its long-term success.

Atara Biotherapeutics: Risk Assessment

Atara Biotherapeutics (Atara) faces several risks that could impact its business and financial performance. One significant risk is the uncertainty surrounding the clinical development of its pipeline therapies. The company's lead product candidate, ATA188, is still in early-stage clinical trials, and there is no guarantee that it will be successful in later-stage trials or receive regulatory approval. Additionally, the company has multiple other therapies in its pipeline, and the success of these therapies is also uncertain.

Another risk for Atara is competition. The cell therapy market is highly competitive, with several large pharmaceutical companies and biotech startups developing similar therapies. Atara may face competition from both established players and new entrants, which could limit its market share and profitability. Furthermore, the company may face intellectual property challenges if its competitors patent similar technologies or therapies.

Atara is also subject to manufacturing and supply chain risks. The company relies on third-party manufacturers for the production of its therapies, and any disruptions in the supply chain could delay or prevent the delivery of its products. Additionally, Atara's therapies are complex and require specialized manufacturing processes, which could lead to quality control issues or product recalls.

Finally, Atara faces financial risks. The company has incurred significant operating losses and has a limited operating history. It may need to raise additional capital to fund its operations and clinical trials, and there is no guarantee that it will be able to do so on favorable terms. Additionally, the company's stock price is volatile and could experience significant fluctuations in the future.


  1. Matzkin RL. 2007. Nonparametric identification. In Handbook of Econometrics, Vol. 6B, ed. J Heckman, E Learner, pp. 5307–68. Amsterdam: Elsevier
  2. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Google's Stock Price Set to Soar in the Next 3 Months. AC Investment Research Journal, 220(44).
  3. K. Tuyls and G. Weiss. Multiagent learning: Basics, challenges, and prospects. AI Magazine, 33(3): 41–52, 2012
  4. Robins J, Rotnitzky A. 1995. Semiparametric efficiency in multivariate regression models with missing data. J. Am. Stat. Assoc. 90:122–29
  5. Bickel P, Klaassen C, Ritov Y, Wellner J. 1998. Efficient and Adaptive Estimation for Semiparametric Models. Berlin: Springer
  6. Athey S, Imbens GW. 2017a. The econometrics of randomized experiments. In Handbook of Economic Field Experiments, Vol. 1, ed. E Duflo, A Banerjee, pp. 73–140. Amsterdam: Elsevier
  7. Dietterich TG. 2000. Ensemble methods in machine learning. In Multiple Classifier Systems: First International Workshop, Cagliari, Italy, June 21–23, pp. 1–15. Berlin: Springer


  • 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.