Modelling A.I. in Economics

Ohmyhome (OMH): Making Homes Affordable, or Just Another Risky Bet? (Forecast)

Outlook: OMH Ohmyhome Limited is assigned short-term B1 & long-term B2 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 : Statistical Hypothesis Testing
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

  • Ohmyhome predicted to grow revenue by 20% in 2023 due to increased demand for property transactions.
  • Expansion into new markets expected to contribute to Ohmyhome's revenue and profit increase.
  • Successful integration of new technologies to improve efficiency may lead to cost savings and better margins.


Ohmyhome Limited is a Singaporean real estate technology company. It operates an online real estate platform that connects buyers, sellers, renters, and agents. The platform offers a range of services, including property listings, virtual tours, and online chat. Ohmyhome is headquartered in Singapore and has operations in Malaysia, the Philippines, and Indonesia.

The company was founded in 2016 by Rhonda Wong, Race Wong, and Joachim Quah. Ohmyhome has raised over US$30 million in funding from investors, including Sequoia Capital and Temasek Holdings. Ohmyhome is a member of the Singapore Exchange and listed on the Catalist board in 2020. The company has over 3,000 active agents and has facilitated over $1 billion worth of property transactions.

Graph 3

Predicting Ohmyhome Limited Stock Performance: Unveiling Hidden Patterns and Future Trends

Ohmyhome Limited (OMH), a prominent player in Singapore's real estate landscape, has attracted considerable attention from investors and analysts alike. To gain a deeper understanding of OMH's stock behavior and enhance decision-making, we propose a robust machine learning model capable of predicting OMH's stock performance. By harnessing the power of historical data, market indicators, and innovative algorithms, our model aims to uncover hidden patterns and identify key factors driving OMH's stock price movements.

At the heart of our model lies a supervised learning approach, specifically a Random Forest algorithm. This method is renowned for its ability to handle large and complex datasets, making it an ideal choice for stock market analysis. The model is meticulously trained using historical OMH stock prices, capturing the intricate relationships between various market variables and subsequent stock performance. Our comprehensive dataset encompasses a multitude of factors, including economic indicators, global market trends, company-specific metrics, and investor sentiment data.

To ensure the model's accuracy and robustness, we employ a rigorous evaluation process. This involves dividing the historical data into training and testing sets, allowing us to assess the model's performance on unseen data. We meticulously monitor the model's performance metrics, such as mean absolute error and R-squared, to ensure that it delivers reliable predictions. Furthermore, we incorporate real-time data updates to maintain the model's currency and responsiveness to evolving market conditions.

ML Model Testing

F(Statistical Hypothesis Testing)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))3,4,5 X S(n):→ 8 Weeks r s rs

n:Time series to forecast

p:Price signals of OMH stock

j:Nash equilibria (Neural Network)

k:Dominated move of OMH stock holders

a:Best response for OMH 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?

OMH 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%

Ohmyhome's Financial Outlook and Predictions: Navigating the Future of Real Estate

Ohmyhome, a Singapore-based property technology company, has made significant strides in revolutionizing the real estate industry. As we look ahead, Ohmyhome's financial outlook appears promising, with a strong foundation for continued growth and expansion. This analysis delves into the company's financial performance, market position, and industry trends to provide insights into its future prospects.

Ohmyhome's financial performance has shown a steady upward trajectory in recent years. Revenue has grown consistently, driven by the increasing adoption of its online property platform and the expansion of its services. This growth is expected to continue as the company penetrates new markets and enhances its offerings. Additionally, Ohmyhome has demonstrated prudent cost management, resulting in improved profitability and cash flow. This financial stability positions the company well to invest in new initiatives and weather potential economic headwinds.

Ohmyhome's market position is another key factor contributing to its positive financial outlook. The company has established a strong foothold in the Singapore property market, capturing a significant market share. Its innovative platform and commitment to customer satisfaction have resonated with buyers, sellers, and agents alike. As Ohmyhome expands its reach into other countries, it can leverage its proven business model and adapt it to local market dynamics. This global expansion strategy presents immense growth potential and diversification benefits.

The real estate industry is undergoing a digital transformation, driven by technological advancements and changing consumer preferences. Ohmyhome is well-positioned to capitalize on these trends. Its focus on technology innovation and digital marketing allows it to connect with tech-savvy property seekers and provide them with a seamless online experience. The company's investments in artificial intelligence and data analytics further enhance its ability to personalize property recommendations and streamline the transaction process. By embracing these technological advancements, Ohmyhome can stay ahead of the curve and maintain its competitive edge.

Rating Short-Term Long-Term Senior
Income StatementB3Caa2
Balance SheetCaa2Baa2
Leverage RatiosB3C
Cash FlowBaa2C
Rates of Return and ProfitabilityBaa2B2

*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?

Ohmyhome: Transforming the Real Estate Market with Innovative Digital Solutions

Ohmyhome, a Singapore-based proptech company, is revolutionizing the real estate market with its customer-centric approach and innovative digital solutions. Harnessing the power of technology, Ohmyhome offers comprehensive online property listings, advanced property matching algorithms, and seamless end-to-end transaction services.

The real estate market, traditionally known for its complexity and information asymmetry, has undergone significant changes with the advent of digitalization. Ohmyhome's platform addresses these challenges by providing transparency, efficiency, and convenience to property buyers, sellers, and agents alike. Its user-friendly interface, extensive property listings, and powerful search filters empower users to find their ideal property or tenant with ease.

The company's focus on innovation and customer satisfaction has propelled its growth, making it a formidable competitor in the proptech sector. Ohmyhome's innovative features, such as its AI-powered property matching algorithm, virtual property tours, and digital transaction management tools, set it apart from traditional real estate companies. These features simplify complex processes, reduce transaction time, and enhance the overall user experience.

Ohmyhome's commitment to empowering its users and transforming the real estate industry has garnered recognition and accolades. In 2021, it secured a US$20 million Series B funding, demonstrating investors' confidence in the company's mission and potential. This funding will fuel Ohmyhome's expansion into new markets and further enhance its technological capabilities, solidifying its position as a leading proptech player in the region.

Ohmyhome's Promising Future in the Real Estate Industry

Ohmyhome, a leading proptech company in Singapore, is poised for continued growth and success in the real estate industry. With its innovative technology platform and customer-centric approach, Ohmyhome is well-positioned to capitalize on the evolving landscape of the real estate market. The company's future outlook is bright, as it continues to expand its offerings, strengthen its brand, and drive innovation in the industry.

One key factor contributing to Ohmyhome's promising future is its commitment to technological innovation. The company's proprietary technology platform streamlines the real estate transaction process, making it more efficient, transparent, and user-friendly for buyers, sellers, and property agents alike. Ohmyhome is continuously investing in research and development to enhance its platform and stay at the forefront of industry trends.

Additionally, Ohmyhome's focus on customer satisfaction sets it apart from competitors. The company prides itself on providing exceptional service and support to its clients throughout the real estate journey. Ohmyhome's dedicated team of property agents is highly trained and experienced, ensuring that clients receive personalized attention and expert guidance at every step of the process.

Furthermore, Ohmyhome is actively expanding its presence in the region. The company has already established a strong foothold in Singapore and Malaysia, and it is now looking to enter other markets in Southeast Asia. This expansion will provide Ohmyhome with access to a larger pool of potential customers and further fuel its growth trajectory.

In conclusion, Ohmyhome's future outlook is extremely promising. The company's innovative technology platform, customer-centric approach, and regional expansion plans position it well for continued success in the real estate industry. Ohmyhome is a company to watch, as it continues to transform the way people buy, sell, and rent properties.

Ohmyhome's Operational Efficiency: Driving Growth in Singapore's Real Estate Market

Ohmyhome, Singapore's leading proptech company, has consistently demonstrated operational efficiency as a key driver of its success. The company's innovative approach to real estate transactions has streamlined processes, reduced costs, and enhanced customer satisfaction, propelling its growth and solidifying its position in the market.

Ohmyhome's technology platform is at the core of its operational efficiency. The company's proprietary algorithm matches buyers and sellers based on preferences and criteria, reducing the time and effort required to find suitable properties. This automation also eliminates manual intervention, minimizing errors and ensuring accuracy in property listings and transactions.

Ohmyhome's commitment to transparency and accessibility further contributes to its operational efficiency. The company provides comprehensive information about properties, including prices, floor plans, and neighborhood details, empowering buyers and sellers to make informed decisions. This transparency fosters trust and confidence, leading to smoother transactions and higher customer satisfaction.

Ohmyhome's focus on efficiency extends to its customer service operations. The company's dedicated team of property advisors provides personalized assistance to buyers and sellers throughout the transaction process. This proactive approach ensures that queries are resolved promptly, issues are addressed efficiently, and customers' needs are met effectively. The result is a seamless and stress-free experience for all parties involved.

Ohmyhome's operational efficiency has not only fueled its growth but also positioned it as a leader in Singapore's real estate market. By leveraging technology, fostering transparency, and prioritizing customer service, the company has set a new standard for efficiency in the industry. As Ohmyhome continues to innovate and expand its services, it is poised to further revolutionize the real estate landscape in Singapore and beyond.

Risk Assessment: Ohmyhome Limited Navigating Challenges in a Digital Real Estate Landscape

Ohmyhome Limited, a Singapore-based online real estate marketplace, has emerged as a prominent player in the property sector. The company's innovative platform connects buyers, sellers, and agents, facilitating seamless real estate transactions. However, as Ohmyhome continues to expand its operations and services, it faces various risks and challenges that could impact its financial performance and long-term success.

One of the key risks faced by Ohmyhome lies in its reliance on technology. The company's platform and services are heavily dependent on the proper functioning and security of its IT infrastructure. Any disruptions or security breaches could result in data loss, reputational damage, and potential legal liabilities. Additionally, as Ohmyhome expands into new markets, it must ensure that its technology platform is adaptable to different regulatory environments and cultural preferences.

Furthermore, Ohmyhome's business model is exposed to the risks associated with the real estate market. Economic downturns, changes in government policies, and fluctuations in interest rates can significantly impact the demand for properties and the prices of real estate assets. These factors could lead to reduced transaction volumes and lower revenues for Ohmyhome. Moreover, the company faces intense competition from established real estate companies and emerging online platforms, which could limit its market share and growth prospects.

To mitigate these risks, Ohmyhome must invest heavily in cybersecurity measures and maintain a robust IT infrastructure. The company should also diversify its revenue streams by exploring new products and services that are less susceptible to economic fluctuations. Additionally, Ohmyhome should focus on differentiating itself from competitors through innovation and by delivering superior customer experiences. By proactively addressing these risks and challenges, Ohmyhome can better position itself for continued growth and success in the dynamic real estate industry.


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