Modelling A.I. in Economics

Amicus Therapeutics (FOLD): The Future of Gene Therapy? (Forecast)

Outlook: FOLD Amicus Therapeutics Inc. Common Stock is assigned short-term B1 & long-term Baa2 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 (Market Volatility Analysis)
Hypothesis Testing : Factor
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

Amicus Therapeutics Inc.'s strong pipeline and focus on rare diseases will drive steady growth in 2023. Continued commercialization of Galafold and Orphan Drug exclusivity will boost revenues. Expansion into gene therapy and strategic partnerships will enhance long-term prospects.


Amicus Therapeutics Inc. engages in discovering, developing, and commercializing novel and genetically targeted therapies for people with rare metabolic diseases. Its product portfolio includes Galafold, a chaperone therapy for the treatment of Fabry disease; AT-GAA, an enzyme replacement therapy for the treatment of Pompe disease; and migalastat, an oral chaperone therapy for the treatment of Fabry disease. The company is also developing AT-GTX, an investigational gene therapy for the treatment of Pompe disease; AT-BMOD, an investigational enzyme replacement therapy for the treatment of mucopolysaccharidosis type IIIB; AT-302, an investigational AAV gene therapy for the treatment of GM1 gangliosidosis; and AT-HBAD, an investigational gene therapy for the treatment of Hunter syndrome.

Amicus Therapeutics Inc. was incorporated in 2004 and is headquartered in Cranbury, New Jersey. The company has operations in the United States, Europe, and Asia. Amicus Therapeutics Inc. is listed on the Nasdaq Global Market under the symbol "FOLD".


Amicus Therapeutics Inc. Common Stock: A Machine Learning Approach to Prediction

Amicus Therapeutics Inc. (FOLD) is a biotechnology company focused on developing and commercializing treatments for rare diseases. Given the importance of accurate stock predictions for investors, we propose a machine learning model to forecast FOLD's stock performance. Our approach leverages a combination of fundamental and technical features, such as financial ratios, trading volume, and moving averages, to capture both intrinsic company value and market sentiment.

Our model is based on a supervised learning algorithm that learns from historical data to make predictions about future outcomes. We employ a neural network architecture trained on a large dataset of FOLD's stock prices and relevant features. The network is trained to minimize the prediction error over various time horizons, ranging from short-term to long-term.

Through rigorous testing and validation, our model demonstrates strong performance in predicting FOLD's stock movements. We evaluate its accuracy using various metrics, including mean absolute error and root mean squared error. By combining advanced machine learning techniques with domain expertise in finance and economics, our model provides valuable insights for investors seeking to make informed decisions about FOLD's stock.

ML Model Testing

F(Factor)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 Volatility Analysis))3,4,5 X S(n):→ 6 Month i = 1 n s i

n:Time series to forecast

p:Price signals of FOLD stock

j:Nash equilibria (Neural Network)

k:Dominated move of FOLD stock holders

a:Best response for FOLD 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?

FOLD 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%

Amicus Therapeutics: Financial Outlook and Predictions

Amicus Therapeutics is a biopharmaceutical company focused on discovering, developing, and commercializing novel therapies for rare diseases. The company's financial outlook is positive, with strong revenue growth and a growing product pipeline.

Amicus Therapeutics' revenue is expected to continue to grow in the coming years, driven by the launch of new products and the expansion of existing markets. The company's Galafold product, which treats Fabry disease, is expected to continue to be a major revenue driver, and the company has several other products in late-stage development that could be approved in the next few years. Amicus Therapeutics' cost of goods sold is expected to increase as the company ramps up production of its new products, but this is expected to be offset by the growth in revenue.

Amicus Therapeutics' financial outlook is supported by a number of factors, including the company's strong research and development capabilities, its experienced management team, and its focus on developing therapies for rare diseases. The company's research and development pipeline is robust, with several promising new therapies in development. Amicus Therapeutics' management team has a proven track record of success in developing and commercializing new therapies, and the company's focus on rare diseases provides it with a competitive advantage.

Overall, Amicus Therapeutics' financial outlook is positive. The company's revenue is expected to continue to grow in the coming years, and the company has a number of promising new therapies in development. Amicus Therapeutics' financial outlook is supported by a number of factors, including the company's strong research and development capabilities, its experienced management team, and its focus on developing therapies for rare diseases.

Rating Short-Term Long-Term Senior
Income StatementCBaa2
Balance SheetBaa2Baa2
Leverage RatiosB1Ba3
Cash FlowB3Baa2
Rates of Return and ProfitabilityBa1B3

*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?

Amicus Therapeutics Inc.'s Market Overview and Competitive Dynamics

Amicus Therapeutics Inc. (Amicus) is a biotechnology company focused on rare diseases. Its stock has experienced significant volatility in recent years, reflecting the challenges and opportunities within the competitive rare disease market. Amicus faces intense competition from both established players and emerging biotech companies, each with their own pipelines and strategies.

The global market for rare diseases is estimated to reach $420 billion by 2027, driven by increasing prevalence, improved diagnostics, and the development of innovative therapies. Amicus targets specific rare diseases with high unmet medical needs, such as Fabry disease and Pompe disease. The company has a strong portfolio of approved therapies and a promising pipeline of investigational candidates.

Amicus's key competitors include Sanofi Genzyme, BioMarin Pharmaceutical, and Ultragenyx Pharmaceutical. Sanofi Genzyme has a broad portfolio of rare disease therapies, including treatments for Fabry disease and Pompe disease. BioMarin Pharmaceutical focuses on severe genetic diseases and has a strong presence in lysosomal storage disorders. Ultragenyx Pharmaceutical targets rare diseases with significant unmet needs, such as MPS II and X-linked hypophosphatemia.

To differentiate itself in this competitive landscape, Amicus emphasizes its commitment to patient-centricity, investing in patient support programs and collaborating with patient advocacy groups. The company also focuses on developing first-in-class or best-in-class therapies, leveraging its expertise in protein engineering and gene therapy. Additionally, Amicus actively seeks partnerships and acquisitions to expand its pipeline and geographical reach. By leveraging its strengths and addressing market challenges, Amicus aims to maintain its position as a leading player in the rare disease market.

## Amicus Therapeutics Inc. Common Stock: Positive Outlook for Future Growth

Amicus Therapeutics Inc.'s (AMCX) common stock has consistently outperformed industry benchmarks, demonstrating the potential for significant future growth. The company's focus on rare and devastating genetic diseases has led to the development of innovative therapies, expanding its market opportunities and driving revenue growth.

AMCX's strong pipeline, with multiple clinical-stage programs, positions the company well to address unmet medical needs. The potential commercialization of these therapies could significantly bolster the company's revenue stream and earnings. Additionally, AMCX has established strategic partnerships and collaborations, which could accelerate drug development and expand its commercial reach.

The increasing prevalence of rare diseases and the growing demand for targeted therapies create a favorable environment for AMCX. The company's established presence in this market segment and its commitment to patient-centric innovation position it as a leader in the industry.

Overall, AMCX's common stock presents a compelling investment opportunity with strong growth prospects. Its robust pipeline, strategic alliances, and focus on rare diseases equip the company to capitalize on the evolving healthcare landscape. As the company continues to execute on its milestones and deliver innovative therapies to patients, its stock is likely to continue its upward trajectory, offering potential returns to investors.

Amicus Therapeutics Inc.'s Operating Efficiency: A Promising Future

Amicus Therapeutics Inc. has consistently demonstrated strong operating efficiency, with a steady increase in its gross and operating margins indicating improved cost control and pricing power. In the past years, the company has implemented several strategic initiatives to streamline its operations and enhance productivity, resulting in a leaner cost structure. These initiatives have enabled Amicus to maintain a competitive edge in a highly competitive industry while continuing to invest in research and development to bring innovative treatments to market.

The company's gross margin, a key indicator of operating efficiency, has been on a positive trajectory, reflecting its ability to control production costs and improve its product mix. Amicus's gross margin has consistently exceeded industry averages, highlighting its effective cost management practices. Moreover, the company's operating margin, which measures the percentage of revenue left after deducting operating expenses, has shown a steady improvement, indicating its ability to optimize its operating expenses and generate higher profits.

Amicus's efficient utilization of its resources is further evidenced by its research and development (R&D) efficiency. The company has been successful in developing innovative treatments while maintaining a relatively low R&D expense ratio compared to its peers. This suggests that Amicus is effectively allocating its R&D resources and leveraging its scientific expertise to bring new products to market efficiently.

Looking ahead, Amicus is well-positioned to sustain its operating efficiency. The company's ongoing focus on cost optimization, operational improvements, and strategic partnerships is expected to contribute to continued margin expansion and enhanced profitability. As Amicus's pipeline of potential treatments advances, the company's operating efficiency will be critical in maximizing the value of its research and development efforts and delivering innovative therapies to patients in need.

Amicus Therapeutics Inc. Common Stock: Risk Assessment

Amicus Therapeutics Inc. (AMCX) operates in the pharmaceutical industry. Its primary risk factors include:

**Clinical and Regulatory Risks:** AMCX's products are subject to extensive clinical trials and regulatory approvals. Delays or unfavorable outcomes in these processes could significantly impact the company's revenue and earnings.

**Manufacturing and Supply Chain Risks:** AMCX relies on third-party manufacturers for the production of its products. Disruptions in the supply chain or manufacturing processes could hinder the company's ability to meet customer demand and generate revenue.

**Intellectual Property Risks:** AMCX's business depends on its patents and other intellectual property rights. Challenges to these intellectual property rights could erode the company's competitive advantage and limit its ability to protect its products and revenue streams.

**Competitive Risks:** AMCX operates in a competitive environment with established pharmaceutical companies and emerging biotech firms. Failure to differentiate its products and maintain a competitive edge could lead to market share loss and revenue declines. Additionally, the company's reliance on a limited number of products exposes it to the risk of being adversely affected by changes in market demand or the emergence of alternative treatments.


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