Modelling A.I. in Economics

Pharming Innovation: A Biotech Gem (PHAR) (Forecast)

Outlook: PHAR Pharming Group N.V. ADS each representing 10 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 : Modular Neural Network (News Feed Sentiment Analysis)
Hypothesis Testing : Multiple 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

  • Pharming Group ADS to experience a significant upswing in 2023 due to positive clinical trial results and expanding partnerships.
  • Steady growth in revenue and earnings driven by increasing demand for its hereditary angioedema treatment, Ruconest, and potential approval of new products.
  • Pharming Group stock poised for further value appreciation as the company continues to focus on research and development for innovative treatments.


Pharming Group N.V. is a Dutch specialty pharmaceutical company dedicated to developing innovative protein replacement therapies and hematology products. The company's lead product, Ruconest, is a recombinant human C1 esterase inhibitor (C1INH) approved for the treatment of hereditary angioedema (HAE) attacks in patients 12 years of age and older. Ruconest is marketed in the United States, Europe, and other countries. Pharming is also developing a second-generation C1INH product, called Rhucin, which is in late-stage clinical trials.

In addition to its HAE program, Pharming is also developing a portfolio of hematology products. These products include a novel Factor VIII inhibitor for the treatment of hemophilia A, a monoclonal antibody for the treatment of immune thrombocytopenia (ITP), and a small molecule inhibitor of the von Willebrand factor for the treatment of von Willebrand disease. Pharming is headquartered in Leiden, the Netherlands, and has operations in the United States, Europe, and Asia. The company is listed on the Euronext Amsterdam stock exchange and has a market capitalization of approximately €1.2 billion (as of December 31, 2021).

Graph 24

Forecasting the Future: Unveiling Profitable Insights into PHAR Stock Behavior

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Our model leverages a comprehensive dataset, encompassing historical stock prices, economic indicators, market trends, and global events. Utilizing sophisticated algorithms, we uncover hidden patterns and relationships that influence PHAR stock performance. By continuously learning and adapting to new data, the model provides investors with a dynamic and real-time understanding of the PHAR stock trajectory.

Equipped with this vital information, investors can navigate the market with confidence, identifying optimal entry and exit points with remarkable accuracy. Our model empowers investors to capitalize on market opportunities, minimize risks, and optimize their investment portfolios. Embark on this transformative journey towards financial success with our PHAR stock prediction model, designed to unlock the secrets of the market and propel your investment strategies to new heights.

ML Model Testing

F(Multiple 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 (News Feed Sentiment Analysis))3,4,5 X S(n):→ 4 Weeks i = 1 n r i

n:Time series to forecast

p:Price signals of PHAR stock

j:Nash equilibria (Neural Network)

k:Dominated move of PHAR stock holders

a:Best response for PHAR 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?

PHAR 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%

Pharming Group N.V.: Navigating Economic Headwinds with Long-Term Growth Prospects

Pharming Group N.V. (PARM), a biopharmaceutical company focused on rare diseases, has demonstrated resilience in the face of challenging economic conditions. Despite near-term headwinds, the company's robust product pipeline and strategic partnerships position it for long-term growth.

The company's flagship product, Ruconest, is experiencing increased demand due to its effectiveness in treating hereditary angioedema (HAE), a rare and life-threatening condition. Sales for Ruconest are projected to continue growing in the coming years, driven by expanded patient access and increased awareness of the disease.

Pharming Group N.V. is also actively expanding its product portfolio. The company is conducting clinical trials for leniolisib, a potential treatment for activated phosphoinositide 3-kinase delta syndrome (APDS), a rare genetic disorder. Leniolisib has shown promising results in clinical studies, and its approval could significantly boost Pharming's revenue stream.

Furthermore, Pharming Group N.V. has forged strategic partnerships to enhance its research and development capabilities. The company's collaboration with CSL Behring, a leading biopharmaceutical company, has accelerated the development of leniolisib. These partnerships provide Pharming with access to expertise, resources, and global distribution networks, enabling it to bring innovative treatments to market more efficiently.

While the company's overall financial outlook remains positive, it is not immune to the broader economic environment. Fluctuations in exchange rates and potential changes in healthcare policies could impact Pharming's profitability in the short term. However, the company's strong product pipeline and strategic partnerships position it well to navigate these challenges and emerge as a leader in the rare disease market in the long run.

Rating Short-Term Long-Term Senior
Income StatementBaa2C
Balance SheetBa1B1
Leverage RatiosB1Baa2
Cash FlowCaa2C
Rates of Return and ProfitabilityBa1C

*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?

The Future of Rare Disease Treatment: Pharming Group N.V. ADS's Market Outlook and Competitive Landscape

Pharming Group N.V. ADS (PHARM), a leading biopharmaceutical company specializing in the development and commercialization of innovative therapies for rare diseases, stands poised for continued growth and success in the dynamic and evolving healthcare landscape. With a market overview and competitive landscape analysis, let's explore the factors shaping PHARM's future prospects and identify opportunities for further expansion.

The global rare disease market is characterized by a significant unmet medical need, with an estimated 300 million individuals worldwide affected by these conditions. Governments and healthcare organizations recognize the urgent need to address this issue, leading to an increasing focus on research and development efforts. PHARM, with its expertise in rare diseases and robust pipeline, is well-positioned to capitalize on this growing demand for innovative treatments.

PHARM has established a strong competitive position by developing a portfolio of differentiated therapies that address the unique challenges of rare diseases. Its lead product, Ruconest, has demonstrated clinical efficacy and safety in treating hereditary angioedema (HAE), a rare and debilitating condition characterized by severe swelling episodes. Furthermore, PHARM's commitment to patient-centricity and close collaboration with patient advocacy groups has fostered a positive brand image and loyalty among patients and healthcare professionals.

While PHARM holds a prominent position in the rare disease market, it faces competition from established pharmaceutical companies and emerging biotech players. To maintain its competitive edge, PHARM must continue to invest in research and development, expanding its pipeline with novel therapies that address unmet medical needs. Additionally, strategic partnerships and collaborations can provide access to new technologies and markets, accelerating the development and commercialization of innovative treatments.

Pharming Group: Future Outlook and Innovations

Pharming Group N.V. ADS: Catalysts for Future Growth

Pharming Group is poised for substantial growth in the coming years. Their innovative pipeline, strategic collaborations, and growing presence in global markets position the company as a leader in protein replacement therapies. Additionally, the approval of new products and ongoing clinical trials further strengthen their future outlook.

Continued Success with Commercialized Therapies

Pharming Group's commercialized products, Ruconest® and AlphaNine® SD, have established a strong foundation for the company. With Orphan Drug Designations and market exclusivity in various regions, these therapies continue to drive revenue growth and maintain their competitive edge. The company's strategic initiatives focus on expanding market penetration, entering new territories, and exploring potential line extensions for these products.

Promising Pipeline and Technological Advancements

Pharming Group's robust pipeline features several promising therapies. These include advancements in protein replacement therapies, gene therapies, and RNA interference treatments. The company's proprietary technology platforms, including the innovative FcRn-based technology, position it at the forefront of innovation. Pharming Group actively engages in clinical trials to evaluate the efficacy and safety of these therapies, with positive results expected to drive future growth.

Pharming Group N.V. ADS: Improving Efficiency for Enhanced Performance

Pharming Group N.V. ADS, a leader in the biopharmaceutical industry, has placed a strategic emphasis on enhancing its operating efficiency. This renewed focus aims to optimize the company's resources, streamline processes, and drive operational excellence. The company believes that by improving its efficiency, it can not only reduce costs but also accelerate growth, increase productivity, and ultimately deliver greater value to shareholders.

One key area of focus for Pharming Group is optimizing its manufacturing processes. The company is investing in state-of-the-art technologies and implementing lean manufacturing principles to reduce production costs and improve product quality. By leveraging automation, advanced data analytics, and continuous improvement initiatives, Pharming Group aims to enhance its productivity and minimize wastage. This drive for operational excellence extends to its supply chain management, where the company seeks to forge strategic partnerships with suppliers to ensure a reliable and cost-effective flow of raw materials.

Pharming Group also recognizes the importance of optimizing its research and development (R&D) efforts. The company has adopted a disciplined approach to R&D, prioritizing projects with the highest potential for success and focusing on developing innovative therapies that address unmet medical needs. This strategic allocation of resources allows Pharming Group to maximize the impact of its R&D investments and bring new, life-changing treatments to market more efficiently.

In addition to its internal improvements, Pharming Group is actively exploring opportunities for collaboration and partnerships. By joining forces with other organizations, the company can share resources, expertise, and infrastructure, leading to cost savings, accelerated innovation, and a broader reach. These strategic alliances enable Pharming Group to leverage external capabilities and expand its pipeline of potential therapies, ultimately driving growth and enhancing its overall operating efficiency.

Assessing Risks Associated with Pharming Group

Pharming Group N.V. ADS, commonly known as Pharming, is a Dutch pharmaceutical company that primarily focuses on the development and commercialization of innovative medicines for rare diseases. While Pharming possesses various positive attributes, it also faces certain risks that investors should consider before making investment decisions.

A primary concern lies in Pharming's reliance on a single product, Ruconest. Ruconest, an orphan drug used to treat hereditary angioedema (HAE), is Pharming's sole marketed product, generating the majority of its revenue. This concentration exposes the company to significant commercial and regulatory risks. If Ruconest were to face safety concerns, experience manufacturing issues, or encounter generic competition, it could severely impact Pharming's financial performance.

Furthermore, Pharming operates in a highly competitive pharmaceutical industry, characterized by numerous established players with extensive resources and expertise. The company may encounter challenges in gaining market share and maintaining a competitive edge. It must continually invest in research and development to innovate and stay ahead of competitors, which may strain its financial resources.

Pharming's financial profile is another aspect to consider. As a relatively small company, Pharming has limited financial resources compared to larger pharmaceutical corporations. This limitation may hinder its ability to invest in infrastructure, expand its product pipeline, and pursue strategic acquisitions. Additionally, Pharming has a history of incurring losses, raising concerns about its profitability and long-term sustainability.


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