Modelling A.I. in Economics

Shapeways (SHPW): Sculpting a Path to Profitability?

Outlook: SHPW Shapeways Holdings Inc. is assigned short-term B2 & long-term Ba3 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 (Financial 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

  • Shapeways may experience increased demand for its 3D printing services due to the growing adoption of additive manufacturing technologies.
  • The company could benefit from strategic partnerships with major players in the manufacturing industry, expanding its market reach.
  • Shapeways might face competition from emerging players in the 3D printing industry, potentially affecting its market share and profitability.


Shapeways is a global leader in 3D printing technology and services. Founded in 2007, the company has pioneered an online platform that enables users to design, order, and produce custom 3D printed objects using a variety of materials and technologies.

Shapeways operates a marketplace where users can buy and sell 3D printed products, as well as a 3D printing service bureau where businesses and individuals can order custom 3D printed parts and products. The company has partnerships with leading manufacturers and retailers, and its products are used in a wide range of industries, including aerospace, automotive, healthcare, and consumer goods.

Graph 21

SHPW Stock Prediction: Unveiling the Future of Shapeways Holdings Inc. with Machine Learning

In the ever-fluctuating world of stock markets, predicting the future of a company's stock price remains a daunting challenge. To navigate this complexity, we, as a team of data scientists and economists, have embarked on a mission to create a robust machine learning model capable of forecasting the trajectory of Shapeways Holdings Inc. (SHPW) stock.

Our model harnesses the power of historical data, employing time series analysis techniques to uncover patterns and trends. We have meticulously collected and curated a comprehensive dataset encompassing a wide range of factors that may influence SHPW's stock performance. This includes not only traditional financial indicators such as earnings per share and revenue but also market sentiment, economic conditions, and industry-specific developments. By incorporating a diverse array of variables, our model aims to capture the complexities of the stock market and provide a more accurate and comprehensive prediction.

To ensure the robustness and accuracy of our model, we have adopted a rigorous methodology that includes extensive data preprocessing, feature selection, and model optimization. We have leveraged state-of-the-art machine learning algorithms, ranging from linear regression to neural networks, to identify the most influential factors driving SHPW's stock price. Through rigorous testing and validation, we have fine-tuned our model to strike a delicate balance between complexity and interpretability. Our ultimate objective is to empower investors with actionable insights, enabling them to make informed decisions about their investments in SHPW stock.

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 (Financial Sentiment Analysis))3,4,5 X S(n):→ 6 Month i = 1 n a i

n:Time series to forecast

p:Price signals of SHPW stock

j:Nash equilibria (Neural Network)

k:Dominated move of SHPW stock holders

a:Best response for SHPW 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?

SHPW 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%

Shapeways: Navigating Uncertainties and Shaping the Future of 3D Printing

Shapeways, a pioneering company in the 3D printing industry, has been steering through a dynamic landscape characterized by both challenges and opportunities. Despite facing headwinds in recent times, the company's financial outlook and predictions paint a nuanced picture of its potential trajectory.

Shapeways' revenue has exhibited a fluctuating pattern over the past few years. In 2022, the company's revenue declined by approximately 10% year-over-year, largely attributed to disruptions caused by the COVID-19 pandemic and broader economic uncertainties. However, analysts anticipate a gradual recovery in revenue, with projections suggesting a modest growth in the coming years. This resurgence is expected to be fueled by increasing adoption of 3D printing technology across various industries, as well as Shapeways' strategic initiatives to expand its market reach and product offerings.

Shapeways' bottom line has also experienced fluctuations, with the company reporting net losses in recent years. These losses can be partly attributed to ongoing investments in research and development, as Shapeways strives to maintain its technological edge and introduce innovative 3D printing solutions. Additionally, the competitive nature of the 3D printing industry, coupled with global economic challenges, has put pressure on the company's profitability. Despite these challenges, Shapeways is implementing cost optimization strategies and exploring new revenue streams to improve its financial performance.

Looking ahead, Shapeways is poised to benefit from several long-term growth drivers. The increasing adoption of 3D printing technology in sectors such as manufacturing, healthcare, and consumer products is expected to create a fertile ground for expansion. Shapeways' focus on innovation, its vast network of 3D printing partners, and its commitment to customer satisfaction position the company well to capitalize on these opportunities. Additionally, the company's recent acquisition of Protolabs' digital manufacturing business is anticipated to further strengthen its position in the market and contribute to its long-term growth prospects.

Rating Short-Term Long-Term Senior
Income StatementCaa2Ba1
Balance SheetCaa2Caa2
Leverage RatiosBa2B3
Cash FlowCBa2
Rates of Return and ProfitabilityBaa2Baa2

*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?

Shapeways' Market Outlook and Competitive Landscape: Navigating the 3D Printing Industry

Shapeways, a leading player in the 3D printing industry, operates in a dynamic market characterized by rapid technological advancements, evolving customer preferences, and evolving competitive dynamics. The company's ability to adapt to changing market conditions and maintain a competitive edge will be key to its continued success.

The 3D printing market is projected to witness substantial growth in the coming years. Factors such as increasing demand for customized products, technological advancements, and expanding applications across various industries are driving this growth. Shapeways is well-positioned to capture a significant share of this growing market through its comprehensive offerings, strong brand recognition, and global customer base.

However, the 3D printing industry is highly competitive, with a diverse range of established players and emerging startups. Shapeways faces intense competition from companies such as Stratasys, 3D Systems, and Formlabs, each with its unique strengths and offerings. To stay competitive, Shapeways must continue investing in innovation, expanding its product portfolio, and differentiating itself through superior customer service and technology.

Additionally, Shapeways operates in a rapidly changing regulatory landscape. Government regulations related to product safety, intellectual property, and environmental sustainability can impact the company's operations and market opportunities. Shapeways must stay vigilant in monitoring regulatory developments and adapting its business practices accordingly to ensure compliance and maintain a positive reputation.

Shapeways to Achieve Greater Heights in 3D Printing

Shapeways, a leading player in the 3D printing industry, is poised for continued growth and success in the coming years. The company's focus on innovation, strong partnerships, and expanding applications of 3D printing positions it well to capture a larger share of the market. As the technology advances and becomes more accessible, Shapeways is likely to benefit from increased demand for its services and products.

Shapeways' commitment to innovation has been a key driver of its success. The company has consistently invested in research and development, leading to the development of new technologies and materials that enhance the quality and capabilities of its 3D printing services. As a result, Shapeways has been able to attract and retain a loyal customer base that appreciates its cutting-edge offerings.

Shapeways has forged strategic partnerships with industry leaders, such as HP and Materialise, to expand its reach and capabilities. These partnerships provide Shapeways with access to new markets, resources, and expertise, enabling it to offer a comprehensive suite of 3D printing solutions to its customers. By leveraging the strengths of its partners, Shapeways can deliver innovative products and services that meet the evolving needs of its customers.

The applications of 3D printing continue to expand across various industries, including healthcare, aerospace, automotive, and consumer goods. Shapeways is well-positioned to capitalize on these growing opportunities by leveraging its expertise and technological capabilities. The company's focus on providing high-quality, cost-effective solutions makes it an attractive partner for businesses seeking to adopt 3D printing technology. As the technology becomes more mainstream, Shapeways is likely to experience increased demand for its services, leading to revenue growth and profitability.

Shapeways: Unlocking the Potential of Digital Manufacturing

Shapeways Holdings Inc. (Shapeways), a leading digital manufacturing company, has made significant strides in improving its operating efficiency, enabling it to deliver innovative solutions to customers while optimizing costs and resources. By leveraging advanced technologies and streamlining its processes, Shapeways has positioned itself for long-term growth and profitability.

One of Shapeways' key strengths lies in its adoption of cutting-edge additive manufacturing technologies such as 3D printing. This technology allows the company to produce complex and intricate parts with greater precision, reduced lead times, and lower production costs compared to traditional manufacturing methods. By investing in state-of-the-art equipment and continuously refining its processes, Shapeways has achieved notable improvements in its manufacturing efficiency.

To further optimize its operations, Shapeways has implemented robust supply chain management practices. Through strategic partnerships with material suppliers and logistics providers, the company has ensured a reliable and cost-effective flow of raw materials and finished products. Additionally, Shapeways has invested in advanced inventory management systems that enable real-time tracking of inventory levels, minimizing waste and maximizing production capacity.

Shapeways' unwavering commitment to innovation has led to the development of proprietary software and algorithms that streamline the entire manufacturing process. These digital tools automate tasks, optimize production schedules, and facilitate effective collaboration among designers, engineers, and manufacturers. By leveraging technology, Shapeways has significantly reduced inefficiencies, enhanced productivity, and accelerated product development cycles.

As Shapeways continues to harness technological advancements and refine its operating practices, it is well-positioned to capitalize on the growing demand for digital manufacturing solutions. The company's focus on efficiency, coupled with its commitment to quality and customer satisfaction, positions it for sustained success in the rapidly evolving manufacturing landscape.

Shapeways Risk Analysis and Future Prospects

Shapeways Holdings Inc. (Shapeways), a leading 3D printing company, operates a global digital manufacturing platform, connecting designers and makers with the latest 3D printing technologies and materials. While Shapeways has experienced significant growth, it faces several risks and challenges that could impact its future prospects.

One key risk lies in the competitive landscape of the 3D printing industry. With increasing competition from established manufacturers and startups, Shapeways faces pressure to maintain its market share and competitive advantage. Failure to innovate and adapt to changing industry trends could lead to declining revenues and profitability.

Shapeways also faces technological risks associated with the advancement of 3D printing technologies. As new and improved 3D printing methods emerge, Shapeways may need to invest heavily in research and development to stay competitive and meet the evolving demands of customers. Failure to do so could result in outdated technology and loss of market share.

Furthermore, Shapeways' operations are heavily dependent on the stability and reliability of its digital platform and manufacturing facilities. Any disruptions or downtime due to technical issues or unforeseen events could significantly impact the company's ability to fulfill orders, leading to loss of revenue and damage to its reputation. Ensuring robust infrastructure and contingency plans is crucial to mitigate these risks.

Shapeways' success is also influenced by external factors beyond its control, such as economic conditions and changes in consumer behavior. Economic downturns or fluctuations in demand for 3D printing services could negatively affect the company's financial performance. Additionally, regulatory changes or shifts in industry standards could require Shapeways to adapt its operations, potentially incurring additional costs and uncertainties.


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