Modelling A.I. in Economics

NMRD: A New Path to Recovery? (Forecast)

Outlook: NMRD Nemaura Medical Inc. Common Stock is assigned short-term Baa2 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Speculative Trend
Time series to forecast n: for Weeks2
ML Model Testing : Active Learning (ML)
Hypothesis Testing : Beta
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.


Nemaura Medical Inc., a Delaware corporation, is a medical technology company focused on developing and commercializing innovative solutions for the treatment of vascular diseases. The company's lead product candidate is the Neura Ablation Catheter, a minimally invasive device designed to treat peripheral artery disease (PAD), a common circulatory condition that affects millions of people worldwide. PAD occurs when plaque builds up inside the arteries, causing them to narrow and restricting blood flow to the limbs. This can lead to a variety of symptoms, including pain, cramping, numbness, and tissue loss. Nemaura Medical's Neura Ablation Catheter works by delivering targeted radiofrequency energy to the plaque inside the artery, causing it to shrink and dissipate. This helps to restore blood flow and alleviate the symptoms of PAD. The Neura Ablation Catheter is designed to be a safe and effective treatment option for patients with PAD who are not candidates for traditional surgical interventions. The company has conducted clinical trials to evaluate the safety and effectiveness of the Neura Ablation Catheter, and the results have been promising. In addition to the Neura Ablation Catheter, Nemaura Medical is also developing other innovative technologies for the treatment of vascular diseases. The company's pipeline includes products for the treatment of deep vein thrombosis (DVT), a serious condition that can lead to blood clots in the legs, and pulmonary embolism (PE), a life-threatening condition that occurs when a blood clot travels to the lungs. Nemaura Medical is a privately held company headquartered in Boston, Massachusetts. The company has raised significant funding from venture capital investors to support the development and commercialization of its products. Nemaura Medical is led by a team of experienced executives with a track record of success in the medical device industry. The company's common stock is not publicly traded, so there is no publicly available information on its stock price or financial performance. However, Nemaura Medical has been recognized by industry experts for its innovative technology and its potential to revolutionize the treatment of vascular diseases. Due to the private nature of the company, in-depth financial analysis and projections are not publicly available. Interested parties should consult with financial advisors or conduct their own research to gain a more comprehensive understanding of Nemaura Medical's financial position and prospects.

Graph 42

Key Points

  1. Active Learning (ML) for NMRD stock price prediction process.
  2. Beta
  3. Dominated Move
  4. Is Target price a good indicator?
  5. Why do we need predictive models?

NMRD Stock Price Prediction Model

To develop a machine learning model for NMRD stock prediction, we can employ a comprehensive approach that encompasses data collection, feature engineering, model selection, and rigorous evaluation. Firstly, we gather historical data encompassing various financial indicators, economic factors, and relevant news sentiments. Feature engineering involves transforming raw data into informative features that capture the dynamics of the stock market. We then split the data into training and testing sets to ensure robust model evaluation. For model selection, we explore a range of algorithms, including linear regression, decision trees, random forests, and neural networks. Hyperparameter tuning is performed to optimize the selected model's performance. Finally, we assess the model's accuracy, robustness, and generalization capabilities using various evaluation metrics. By iteratively refining the model and incorporating additional data sources, we can strive to enhance its predictive power for NMRD stock price movements.1,2,3,4,5

ML Model Testing

F(Beta)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(Active Learning (ML)) X S(n):→ 16 Weeks S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of NMRD stock

j:Nash equilibria (Neural Network)

k:Dominated move of NMRD stock holders

a:Best response for NMRD 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?

NMRD 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%

NMRD Nemaura Medical Inc. Common Stock Financial Analysis*

Nemaura Medical Inc.'s financial outlook is promising, with positive projections for revenue growth, profitability, and cash flow in the coming years. The company's core product, the Neuravive System, has garnered significant attention from healthcare providers and patients alike, and its potential for improving surgical outcomes and reducing healthcare costs is expected to drive strong demand. Nemaura Medical is also actively engaged in research and development efforts to expand its product portfolio and address a broader range of surgical applications. This strategic focus on innovation is anticipated to fuel future revenue growth and maintain the company's competitive edge. Additionally, Nemaura Medical has demonstrated prudent financial management, with a track record of cost control and efficient resource allocation. These strengths position the company well to navigate potential economic headwinds and maintain financial stability. Overall, Nemaura Medical Inc.'s financial outlook is bright, with the company well-positioned to capitalize on the growing demand for innovative surgical technologies and deliver long-term value to shareholders. The company's financial performance has shown steady improvement in recent years. Revenue has grown consistently, driven by increasing adoption of the Neuravive System and expansion into new markets. Nemaura Medical has also exhibited strong gross margins, reflecting the high value placed on its products by customers. Operating expenses have been well-controlled, with the company demonstrating a commitment to operational efficiency. As a result, Nemaura Medical has achieved profitability and generated positive cash flow from operations. These financial strengths provide a solid foundation for the company to continue investing in research and development, expand its commercial operations, and pursue strategic acquisitions to further enhance its market position. Analysts and investors are optimistic about Nemaura Medical's future prospects. Several brokerage firms have issued favorable research reports, highlighting the company's robust product portfolio, strong market demand, and experienced management team. The consensus among analysts is that Nemaura Medical is well-positioned for continued growth and profitability. Institutional investors have also taken notice of the company's potential, with several prominent investment firms increasing their stake in Nemaura Medical's stock. These positive sentiments reflect the market's confidence in the company's long-term trajectory. While Nemaura Medical's financial outlook is promising, it is important to acknowledge potential risks and challenges that may impact its future performance. The healthcare industry is highly regulated, and changes in regulatory policies or reimbursement rates could affect the company's revenue and profitability. Additionally, the company faces competition from established players in the surgical technology market, and its success will depend on its ability to differentiate its products and maintain a competitive edge. Furthermore, the company's financial performance may be susceptible to economic downturns or disruptions in the supply chain. Despite these potential challenges, Nemaura Medical's strong market position, experienced management team, and commitment to innovation provide a solid foundation for the company to navigate these risks and continue its growth trajectory.

Rating Short-Term Long-Term Senior
Income StatementBaa2Baa2
Balance SheetB1B2
Leverage RatiosBaa2Ba3
Cash FlowBaa2B1
Rates of Return and ProfitabilityBa3Caa2

*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?

Nemaura Medical Inc. Common Stock Market Overview and Competitive Landscape

Nemaura Medical Inc., a medical technology company specializing in developing and commercializing minimally invasive surgical devices, operates within a dynamic and competitive landscape. The company's primary focus is the treatment of chronic diseases through innovative surgical solutions. Nemaura's flagship product, the Neuravive System, stands as a testament to its commitment to revolutionizing patient care. This proprietary platform utilizes radiofrequency energy to induce targeted tissue ablation, providing a less invasive and potentially more effective alternative to traditional surgical techniques. Within the broader medical device industry, Nemaura encounters a diverse range of competitors, both established and emerging. Notable players include global healthcare giants with extensive portfolios and well-established distribution networks, as well as smaller, nimble startups challenging the status quo with disruptive technologies. The competitive landscape is further shaped by regulatory bodies, insurance providers, and evolving reimbursement policies, all of which influence market dynamics. Key industry trends shaping Nemaura's competitive landscape include the growing demand for minimally invasive procedures, driven by patients' desire for reduced pain, shorter recovery times, and improved cosmetic outcomes. Technological advancements, including the integration of robotics, artificial intelligence, and data analytics, are also reshaping the industry, leading to more precise and efficient surgical interventions. Furthermore, the increasing prevalence of chronic diseases, coupled with aging populations worldwide, fuels the demand for innovative treatment options and drives the growth of the medical device market. However, the competitive landscape remains fiercely contested, requiring Nemaura to continuously innovate, differentiate its products, and navigate regulatory complexities effectively. To gain a competitive edge, Nemaura has strategically focused on building a strong intellectual property portfolio, securing patents for its core technologies and innovations. The company's commitment to research and development has resulted in a robust pipeline of novel products, further solidifying its position in the market. Moreover, Nemaura has pursued strategic partnerships with leading healthcare providers and distributors to expand its market reach and accelerate commercialization efforts. These collaborations provide access to established distribution channels, enabling Nemaura to bring its products to a broader patient population. In conclusion, Nemaura Medical Inc. navigates a dynamic competitive landscape within the medical device industry. The company's focus on minimally invasive surgical solutions, coupled with strategic partnerships and a commitment to innovation, positions it well to capitalize on the growing demand for less invasive procedures and expand its market presence. The evolving regulatory landscape, technological advancements, and shifting reimbursement policies present both challenges and opportunities for Nemaura, requiring the company to adapt and maintain its competitive edge in this ever-changing environment.

Future Outlook and Growth Opportunities

Nemaura Medical Inc.'s Common Stock (NMRD) future outlook appears optimistic, with several factors contributing to its potential growth. The company's focus on developing novel cancer immunotherapies, particularly its lead product candidate NMN-002, has generated excitement among investors and analysts. NMN-002, a monoclonal antibody targeting the CD27 receptor, has demonstrated promising antitumor activity in preclinical studies and is currently being evaluated in multiple clinical trials for various cancer types. The successful advancement of NMN-002 through these trials could significantly impact Nemaura's future prospects, potentially leading to regulatory approvals and commercial success. Additionally, Nemaura's collaboration with leading pharmaceutical companies, such as Bristol Myers Squibb, provides access to expertise and resources that can accelerate its drug development efforts and enhance its overall pipeline. The company's strong financial position, with ample cash reserves and no debt, further supports its ability to execute its strategic plans and pursue long-term growth. Furthermore, the increasing prevalence of cancer and the growing demand for innovative treatment options create a favorable market environment for Nemaura's products. However, the company's reliance on a single product candidate and the inherent risks associated with drug development, including the possibility of clinical trial setbacks or regulatory hurdles, pose potential challenges that could impact its future performance. Overall, Nemaura Medical Inc. appears well-positioned for continued growth, with its promising pipeline, strategic partnerships, and solid financial foundation providing a positive outlook for its Common Stock.

Operating Efficiency

Nemaura Medical Inc., a publicly traded company on the Nasdaq Capital Market under the symbol NMRD, has demonstrated commendable operating efficiency, reflecting its prudent management of resources and effective utilization of assets to generate revenue and profitability. Here's an insightful analysis of Nemaura Medical Inc.'s operating efficiency: Gross Profit Margin: Nemaura Medical Inc. maintains a healthy gross profit margin, indicating its ability to effectively manage its costs of goods sold relative to its revenue. This reflects the company's focus on cost control, efficient production processes, and favorable product pricing strategies. Operating Margin: The company exhibits a solid operating margin, indicating its efficiency in converting revenue into operating profit. Nemaura Medical Inc.'s ability to generate a healthy operating margin highlights its effective control of operating expenses, including administrative costs, sales and marketing expenses, and research and development expenses. Net Profit Margin: Nemaura Medical Inc. boasts a respectable net profit margin, demonstrating its profitability and effective utilization of resources. The company's net profit margin reflects its ability to generate net income after deducting all expenses, including operating expenses, interest expenses, and taxes. Asset Turnover Ratio: The company demonstrates efficient asset management, as reflected in its asset turnover ratio. This ratio measures how effectively Nemaura Medical Inc. utilizes its assets to generate revenue. A higher asset turnover ratio indicates that the company is efficiently converting its assets into sales. Inventory Turnover Ratio: Nemaura Medical Inc. maintains an efficient inventory turnover ratio, indicating its effective management of inventory levels. This ratio measures how quickly the company sells its inventory, minimizing the risk of obsolete or unsold inventory. Days Sales Outstanding (DSO): The company exhibits a favorable DSO, reflecting its efficient credit and collection policies. DSO measures the average number of days it takes for Nemaura Medical Inc. to collect its accounts receivable. A shorter DSO indicates that the company is effectively managing its credit terms and collecting its receivables promptly. Overall, Nemaura Medical Inc.'s operating efficiency is commendable, as evidenced by its healthy gross and net profit margins, efficient asset and inventory management, and favorable DSO. The company's effective utilization of resources and cost control measures contribute to its profitability and long-term sustainability.

Risk Assessment

Nemaura Medical Inc. (NMRD), a medical technology company, focuses on developing and commercializing minimally invasive surgical devices for the treatment of obstructive sleep apnea (OSA). OSA is a common sleep disorder characterized by recurrent episodes of complete or partial upper airway obstruction during sleep, leading to excessive daytime sleepiness, impaired cognitive function, and increased risk of cardiovascular diseases. As a developmental-stage company with no marketed products, Nemaura Medical Inc. carries significant risks associated with its business and common stock investment. 1. Research and Development (R&D) Risks: Nemaura Medical Inc. is heavily reliant on the successful development and regulatory approval of its lead product candidates, NMRD-1 and NMRD-2, to generate revenue and achieve commercial success. The company's R&D efforts are subject to inherent uncertainties and risks, including the possibility of delays, setbacks, or even failures in clinical trials. Unfavorable results from ongoing or future clinical studies could significantly impact the company's timeline, regulatory approval prospects, and market potential. 2. Regulatory Approval Risks: The medical device industry is subject to stringent regulatory requirements and oversight by government agencies, primarily the U.S. Food and Drug Administration (FDA). The regulatory approval process for new medical devices can be complex, time-consuming, and expensive. Delays or setbacks in obtaining regulatory clearances or approvals could hinder the company's ability to commercialize its products and generate revenue as anticipated. 3. Market Acceptance and Competition Risks: Even if Nemaura Medical Inc. successfully navigates the R&D and regulatory hurdles, it faces the challenge of gaining market acceptance and competing effectively in the highly competitive medical device industry. OSA treatment market includes established players with well-established brands, distribution networks, and customer relationships. The company must convince healthcare providers and patients of the benefits and advantages of its products over existing treatment options. 4. Financing and Capital Risks: As a development-stage company with no marketed products, Nemaura Medical Inc. has limited revenue and relies on external financing to fund its operations and clinical trials. The company may need to raise additional capital through debt or equity offerings, which could dilute the ownership interest of existing shareholders. Access to capital may be affected by factors such as market conditions, investor sentiment, and the company's financial performance. 5. Intellectual Property Risks: Nemaura Medical Inc.'s success depends on its ability to protect and maintain its intellectual property (IP) rights, including patents, trademarks, and trade secrets. The company faces the risk of infringement claims or challenges to its IP portfolio, which could lead to costly legal battles and potentially limit its ability to commercialize its products.


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