Efficient data acquisition for alternative investments: A scalable system for success

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October 9, 2024

Private equity, venture capital, real estate, infrastructure — these asset classes thrive on information. Yet, the very nature of these investments presents a unique data challenge. Unlike traditional markets with standardized data feeds and structured reporting, alternative investments often involve a labyrinth of unstructured data scattered across a multitude of sources.

PDFs, emails, spreadsheets, fund manager reports, custodian statements — the list goes on. Extracting meaningful insights from this disparate and often manually intensive data deluge can be a monumental task. The time-consuming nature of manual data collection and the ever-present risk of errors can significantly delay decision-making, hamper operational efficiency, and ultimately impact investment performance.

The need for a robust and scalable data acquisition system is clear. As the volume and complexity of alternative investment data continue to grow, so does the demand for efficient solutions that can automate data collection, ensure data accuracy, and allow data-driven decision-making.

For the seasoned investor seeking to optimize their data strategy or the newcomer eager to establish a strong foundation, this guide will provide actionable steps toward efficient data acquisition in the world of alternative investments.

Understanding data acquisition in alternative investments

alternative investment document acquisition

At its core, data acquisition is simply the process of gathering, collecting, and organizing raw data from various sources. In the context of alternative investments, it involves extracting and consolidating information from a wide array of documents and platforms, including:

  • Performance Reports: Typically cover various reports on fund and portfolio company performance. Manually extracting data from these reports, which often contain complex tables, charts, and footnotes, can be a laborious and error-prone process.
  • Capital Account Statements: These statements detail an investor's capital account activity within a fund. The varying formats and structures of these statements can make manual data extraction challenging and inefficient.
  • Cashflow Notices: Notifications inform investors about upcoming capital calls or distributions. Extracting key dates and amounts from these notices manually can be time-consuming and increase the risk of missed deadlines or inaccurate calculations.
  • Fund Financial Statements: These provide a comprehensive overview of a fund's financial position. The complexity and volume of data within these statements can make manual extraction a daunting task, potentially delaying crucial analysis and reporting.

This acquired data serves as the foundation for investment analysis, portfolio management, risk assessment, and reporting. It allows investors to make informed decisions, monitor performance, and identify alternatives opportunities.

Key challenges in alternative investment data acquisition

Despite its critical importance, data acquisition in alts is fraught with challenges:

  • Unstructured Data: A significant portion of alternative investment data exists in unstructured formats like PDFs, emails, and spreadsheets. Extracting relevant information from these documents often requires manual effort and specialized tools.
  • Diverse Data Sources: Data is scattered across multiple sources, each with its own format and structure. Consolidating and standardizing this data can be a complex and time-consuming process.
  • Manual Processes: Reliance on manual data collection and entry is not only inefficient but also prone to errors, leading to data inconsistencies and inaccuracies.
  • Data Quality and Validation: Ensuring the accuracy, completeness, and reliability of acquired data is critical for informed, data-driven decision-making. However, validating data from diverse sources can be challenging.

These challenges highlight the need for a robust and scalable data acquisition system that can automate processes, streamline workflows, and ensure data quality. 

Related Reading: The Investor's Guide to Modern Portfolio Management and Reporting

Building a robust data acquisition system for alternative investments

The cornerstone of efficient data acquisition in alternative investments is a well-structured system. This system should seamlessly integrate various components to allow for the collection, transformation, and analysis of data from diverse sources. Let's look at the key components and technological considerations that underpin a successful data acquisition system.

Data sources

The foundation of any data acquisition system lies in identifying and integrating the relevant data sources. These sources can be internal (e.g., investment memorandums and due diligence reports) or external (e.g., fund manager reports, custodian statements, third-party data providers). They can also encompass both structured data (e.g., databases, spreadsheets) and unstructured data (e.g., PDFs, emails).

Data extraction

This is the crucial stage where raw data is converted into actionable insights. Advanced technologies such as Optical Character Recognition (OCR), Natural Language Processing (NLP), and machine learning come into play to extract valuable data points from various formats. The ability to automate the extraction and categorization of your alts data is crucial for efficiency.

Data transformation and cleaning

Once extracted, data often requires transformation and cleaning to ensure consistency and accuracy. This involves standardizing formats, resolving inconsistencies, and eliminating errors to create a clean and reliable dataset.

Data storage and management

Efficient storage and management of acquired data are paramount. Choosing the right storage solution, such as a database or data lake, ensures that data is readily accessible and organized for further analysis and reporting.

Data analysis and visualization

Extracted data is only valuable if it can be transformed into actionable insights. Utilize powerful portfolio analytics tools to explore trends, identify patterns, and generate visualizations that ensure informed decision-making.

Technology considerations

The rapid advancement of technology has significantly impacted the field of data acquisition. To build a scalable and future-proof system, it's crucial to consider the following:

  • Cloud-based solutions: Cloud-based data acquisition software offers unparalleled flexibility, scalability, and accessibility. It allows you to scale your system effortlessly as your data needs grow and provides secure access to your data from anywhere in the world.
  • Artificial Intelligence and Machine Learning: AI and ML are revolutionizing data extraction and analysis, enabling more accurate and efficient processing of complex, unstructured data.
  • Automation and workflow management: Automating repetitive tasks and streamlining workflows can significantly improve productivity and reduce the risk of errors. Look for solutions that offer automation capabilities and seamless integration with your existing systems.

By carefully considering these key components and technological advancements, you can build a secure data acquisition system that allows you to overcome the challenges of alternative investment data management and achieve your business goals.

Related Reading: Extracting Insights from Fund Financial Statements: A Practical Guide

Benefits of a scalable data acquisition system

software for data acquisition

Investing in a robust and scalable data acquisition system isn’t just about keeping up with the data deluge in alternative investments — it's about accessing a host of benefits that can fuel your firm's success.

Efficiency and productivity

Manual data collection and processing are notorious time sinks. A well-designed data acquisition system automates these tasks, significantly reducing the time and effort required to gather and organize information. This frees up your team to focus on higher-value activities like analysis, strategy, and decision-making, ultimately boosting productivity across the board.

Data accuracy and quality

Human error is an unavoidable part of manual data entry. Even minor mistakes can have cascading effects on your investment decisions and reporting. A robust data acquisition system minimizes these errors through automated validation and cleansing processes, ensuring the integrity and reliability of your data.

Scalability

The alternative investment sector is constantly evolving, with new data sources and complexities emerging regularly. A scalable data acquisition system allows you to adapt and grow seamlessly, handling increasing data volumes and incorporating new data types without disruption.

Cost savings

The cost of manual data management goes beyond just salaries. It includes the potential financial losses associated with errors and missed opportunities. By automating processes and improving efficiency, a robust data acquisition system can lead to significant cost savings in the long run.

Competitive advantage

When it comes to alt investments, access to timely, accurate, and comprehensive data is a powerful competitive advantage. With a scalable data acquisition system, you can get valuable insights into market trends, identify lucrative opportunities, and make informed decisions that set you apart from the competition.

Related Reading: Automating Private Market Workflows for Efficiency and Accuracy

Choosing the right data acquisition solution for alternative investments

Choosing the ideal data acquisition solution is a critical decision for any firm involved in alternative investments. With a huge range of options available, it's essential to carefully evaluate your specific needs and requirements before making a choice. Let's look at the key considerations that will guide you towards the most suitable solution for your organization.

Specific needs and requirements

Identify the types of data sources (internal, external, structured, unstructured) and formats (PDFs, emails, spreadsheets, etc.) you need to handle. Ensure the solution you choose can seamlessly integrate with and extract data from these sources.

Next, determine the specific goals you want to achieve with your data acquisition system. Do you need to automate data collection for fund financial statements, streamline reporting processes, or gain deeper insights into your alternative investment portfolio? Clearly defining your objectives will help you narrow down your options.

Scalability and flexibility

Choose a solution that can scale alongside your business. As your data volumes and complexity increase, your data acquisition system should be able to adapt and accommodate these changes without compromising performance or efficiency.

The alternative investment sector is constantly changing. Select a system that’s flexible enough to handle new data sources, formats, and regulatory requirements as they arise.

Ease of use and implementation

Opt for a solution with an intuitive interface and user-friendly features. This will minimize the learning curve for your team and ensure smooth adoption. Ideally, you want to look for a system that can easily integrate with your existing technology infrastructure and workflows, minimizing disruption and maximizing efficiency.

Integration capabilities

Ensure the solution can connect to the various data sources and tools in your workflow, including internal databases, third-party providers, and cloud-based platforms. The ability to export data or integrate with other systems through APIs is crucial for further analysis and reporting.

Security and compliance

You need to prioritize solutions that offer robust security features to safeguard your sensitive financial data. Ensure the system adheres to relevant industry regulations and data privacy standards.

Remember: Don't hesitate to request demos or trials of different solutions to see how they perform in real-world scenarios and assess their suitability for your organization.

Access the power of your alternative investment data with Accelex

Tired of manual processes and fragmented data hindering your investment decisions? Accelex is the answer.

  • Automate: Effortless data collection, extraction, and categorization.
  • Analyze: Powerful AI and machine learning for unmatched accuracy.
  • Scale: Seamlessly handle growing data volumes.
  • Succeed: Make informed decisions with comprehensive insights.

Experience the Accelex difference. Schedule your demo today.

Best practices for successful data acquisition in alternative investments

automated data collection

Implementing a robust data acquisition system is only the first step. To ensure long-term success and maximize the value of your data, adhering to best practices is crucial. These practices will help with data integrity, streamline workflows, and ensure regulatory compliance. Let's explore some key strategies for successful data acquisition in alternative investments.

Data governance

Establishing clear data governance policies and procedures is paramount. Define data ownership, access controls, and data retention policies to ensure data security and compliance. Implement a centralized data management framework to promote consistency and collaboration across your organization.

Data quality management

Data accuracy and completeness are critical for making informed investment decisions. Implement data quality management processes to proactively identify and rectify errors, inconsistencies, and missing values. Regular data validation and cleansing will enhance the reliability and trustworthiness of your data.

Ongoing monitoring and improvement

Data acquisition is not a one-time project, it's an ongoing process. Continuously monitor the performance of your system, identify areas for improvement, and adapt to evolving data sources and formats. Regular system audits and updates will ensure that your data acquisition system remains efficient and effective.

Using technology for efficiency

Embrace technological advancements to optimize your data acquisition workflows.

  • Automated data collection: Use the tools and platforms that automate data collection from various sources, minimizing manual effort and reducing the risk of errors.
  • Intelligent data extraction: Utilize AI-powered solutions with OCR and NLP capabilities to extract critical data points from unstructured documents, such as fund financial statements and investor reports.
  • Workflow automation: Streamline data processing, validation, and reporting through workflow automation tools, saving time and resources.

Adopt a data-driven culture

Create a culture within your organization that values data-driven decision-making. Encourage collaboration between investment teams, data analysts, and IT professionals to maximize the potential of your data acquisition system.

By following these best practices and applying the power of technology, you can establish a sustainable and efficient data acquisition process that supports informed decision-making, drives operational efficiency, and allows your firm to succeed in the competitive world of alternative investments.

Related Reading: Beyond Spreadsheets: Essential Tools for Private Market Data Management

The future of data acquisition in alternative investments

Efficient data acquisition is the key to unlocking informed decision-making, reducing risks, and driving success. The days of relying on manual processes and generic tools are fading, replaced by the raw power of AI-driven automation and intelligent data extraction.

By building a robust and scalable data acquisition system, you can overcome the challenges posed by unstructured data, diverse sources, and manual processes. You can streamline your workflows, ensure data accuracy, and gain valuable insights that empower you to make confident investment decisions.

Remember, choosing the right software for data acquisition is crucial. Look for solutions that cater specifically to the complexities of alternative investment document acquisition and offer features like automated data collection, intelligent data extraction, and seamless integration with your existing systems. Prioritize scalability, flexibility, ease of use, and robust security measures.

The future of data acquisition is bright, with advancements in AI and machine learning paving the way for even more sophisticated solutions. By proactively adopting modern data acquisition strategies, you can position your firm for continued growth and success in the dynamic world of alternative investments.

Ready to transform your data acquisition process and unlock the full potential of your alternative investments? Explore Accelex's powerful solutions for automated data collection, analysis, and reporting. Schedule a personalized demo today and discover how Accelex can empower you to make data-driven decisions with confidence.

Schedule a Demo

Private equity, venture capital, real estate, infrastructure — these asset classes thrive on information. Yet, the very nature of these investments presents a unique data challenge. Unlike traditional markets with standardized data feeds and structured reporting, alternative investments often involve a labyrinth of unstructured data scattered across a multitude of sources.

PDFs, emails, spreadsheets, fund manager reports, custodian statements — the list goes on. Extracting meaningful insights from this disparate and often manually intensive data deluge can be a monumental task. The time-consuming nature of manual data collection and the ever-present risk of errors can significantly delay decision-making, hamper operational efficiency, and ultimately impact investment performance.

The need for a robust and scalable data acquisition system is clear. As the volume and complexity of alternative investment data continue to grow, so does the demand for efficient solutions that can automate data collection, ensure data accuracy, and allow data-driven decision-making.

For the seasoned investor seeking to optimize their data strategy or the newcomer eager to establish a strong foundation, this guide will provide actionable steps toward efficient data acquisition in the world of alternative investments.

Understanding data acquisition in alternative investments

alternative investment document acquisition

At its core, data acquisition is simply the process of gathering, collecting, and organizing raw data from various sources. In the context of alternative investments, it involves extracting and consolidating information from a wide array of documents and platforms, including:

  • Performance Reports: Typically cover various reports on fund and portfolio company performance. Manually extracting data from these reports, which often contain complex tables, charts, and footnotes, can be a laborious and error-prone process.
  • Capital Account Statements: These statements detail an investor's capital account activity within a fund. The varying formats and structures of these statements can make manual data extraction challenging and inefficient.
  • Cashflow Notices: Notifications inform investors about upcoming capital calls or distributions. Extracting key dates and amounts from these notices manually can be time-consuming and increase the risk of missed deadlines or inaccurate calculations.
  • Fund Financial Statements: These provide a comprehensive overview of a fund's financial position. The complexity and volume of data within these statements can make manual extraction a daunting task, potentially delaying crucial analysis and reporting.

This acquired data serves as the foundation for investment analysis, portfolio management, risk assessment, and reporting. It allows investors to make informed decisions, monitor performance, and identify alternatives opportunities.

Key challenges in alternative investment data acquisition

Despite its critical importance, data acquisition in alts is fraught with challenges:

  • Unstructured Data: A significant portion of alternative investment data exists in unstructured formats like PDFs, emails, and spreadsheets. Extracting relevant information from these documents often requires manual effort and specialized tools.
  • Diverse Data Sources: Data is scattered across multiple sources, each with its own format and structure. Consolidating and standardizing this data can be a complex and time-consuming process.
  • Manual Processes: Reliance on manual data collection and entry is not only inefficient but also prone to errors, leading to data inconsistencies and inaccuracies.
  • Data Quality and Validation: Ensuring the accuracy, completeness, and reliability of acquired data is critical for informed, data-driven decision-making. However, validating data from diverse sources can be challenging.

These challenges highlight the need for a robust and scalable data acquisition system that can automate processes, streamline workflows, and ensure data quality. 

Related Reading: The Investor's Guide to Modern Portfolio Management and Reporting

Building a robust data acquisition system for alternative investments

The cornerstone of efficient data acquisition in alternative investments is a well-structured system. This system should seamlessly integrate various components to allow for the collection, transformation, and analysis of data from diverse sources. Let's look at the key components and technological considerations that underpin a successful data acquisition system.

Data sources

The foundation of any data acquisition system lies in identifying and integrating the relevant data sources. These sources can be internal (e.g., investment memorandums and due diligence reports) or external (e.g., fund manager reports, custodian statements, third-party data providers). They can also encompass both structured data (e.g., databases, spreadsheets) and unstructured data (e.g., PDFs, emails).

Data extraction

This is the crucial stage where raw data is converted into actionable insights. Advanced technologies such as Optical Character Recognition (OCR), Natural Language Processing (NLP), and machine learning come into play to extract valuable data points from various formats. The ability to automate the extraction and categorization of your alts data is crucial for efficiency.

Data transformation and cleaning

Once extracted, data often requires transformation and cleaning to ensure consistency and accuracy. This involves standardizing formats, resolving inconsistencies, and eliminating errors to create a clean and reliable dataset.

Data storage and management

Efficient storage and management of acquired data are paramount. Choosing the right storage solution, such as a database or data lake, ensures that data is readily accessible and organized for further analysis and reporting.

Data analysis and visualization

Extracted data is only valuable if it can be transformed into actionable insights. Utilize powerful portfolio analytics tools to explore trends, identify patterns, and generate visualizations that ensure informed decision-making.

Technology considerations

The rapid advancement of technology has significantly impacted the field of data acquisition. To build a scalable and future-proof system, it's crucial to consider the following:

  • Cloud-based solutions: Cloud-based data acquisition software offers unparalleled flexibility, scalability, and accessibility. It allows you to scale your system effortlessly as your data needs grow and provides secure access to your data from anywhere in the world.
  • Artificial Intelligence and Machine Learning: AI and ML are revolutionizing data extraction and analysis, enabling more accurate and efficient processing of complex, unstructured data.
  • Automation and workflow management: Automating repetitive tasks and streamlining workflows can significantly improve productivity and reduce the risk of errors. Look for solutions that offer automation capabilities and seamless integration with your existing systems.

By carefully considering these key components and technological advancements, you can build a secure data acquisition system that allows you to overcome the challenges of alternative investment data management and achieve your business goals.

Related Reading: Extracting Insights from Fund Financial Statements: A Practical Guide

Benefits of a scalable data acquisition system

software for data acquisition

Investing in a robust and scalable data acquisition system isn’t just about keeping up with the data deluge in alternative investments — it's about accessing a host of benefits that can fuel your firm's success.

Efficiency and productivity

Manual data collection and processing are notorious time sinks. A well-designed data acquisition system automates these tasks, significantly reducing the time and effort required to gather and organize information. This frees up your team to focus on higher-value activities like analysis, strategy, and decision-making, ultimately boosting productivity across the board.

Data accuracy and quality

Human error is an unavoidable part of manual data entry. Even minor mistakes can have cascading effects on your investment decisions and reporting. A robust data acquisition system minimizes these errors through automated validation and cleansing processes, ensuring the integrity and reliability of your data.

Scalability

The alternative investment sector is constantly evolving, with new data sources and complexities emerging regularly. A scalable data acquisition system allows you to adapt and grow seamlessly, handling increasing data volumes and incorporating new data types without disruption.

Cost savings

The cost of manual data management goes beyond just salaries. It includes the potential financial losses associated with errors and missed opportunities. By automating processes and improving efficiency, a robust data acquisition system can lead to significant cost savings in the long run.

Competitive advantage

When it comes to alt investments, access to timely, accurate, and comprehensive data is a powerful competitive advantage. With a scalable data acquisition system, you can get valuable insights into market trends, identify lucrative opportunities, and make informed decisions that set you apart from the competition.

Related Reading: Automating Private Market Workflows for Efficiency and Accuracy

Choosing the right data acquisition solution for alternative investments

Choosing the ideal data acquisition solution is a critical decision for any firm involved in alternative investments. With a huge range of options available, it's essential to carefully evaluate your specific needs and requirements before making a choice. Let's look at the key considerations that will guide you towards the most suitable solution for your organization.

Specific needs and requirements

Identify the types of data sources (internal, external, structured, unstructured) and formats (PDFs, emails, spreadsheets, etc.) you need to handle. Ensure the solution you choose can seamlessly integrate with and extract data from these sources.

Next, determine the specific goals you want to achieve with your data acquisition system. Do you need to automate data collection for fund financial statements, streamline reporting processes, or gain deeper insights into your alternative investment portfolio? Clearly defining your objectives will help you narrow down your options.

Scalability and flexibility

Choose a solution that can scale alongside your business. As your data volumes and complexity increase, your data acquisition system should be able to adapt and accommodate these changes without compromising performance or efficiency.

The alternative investment sector is constantly changing. Select a system that’s flexible enough to handle new data sources, formats, and regulatory requirements as they arise.

Ease of use and implementation

Opt for a solution with an intuitive interface and user-friendly features. This will minimize the learning curve for your team and ensure smooth adoption. Ideally, you want to look for a system that can easily integrate with your existing technology infrastructure and workflows, minimizing disruption and maximizing efficiency.

Integration capabilities

Ensure the solution can connect to the various data sources and tools in your workflow, including internal databases, third-party providers, and cloud-based platforms. The ability to export data or integrate with other systems through APIs is crucial for further analysis and reporting.

Security and compliance

You need to prioritize solutions that offer robust security features to safeguard your sensitive financial data. Ensure the system adheres to relevant industry regulations and data privacy standards.

Remember: Don't hesitate to request demos or trials of different solutions to see how they perform in real-world scenarios and assess their suitability for your organization.

Access the power of your alternative investment data with Accelex

Tired of manual processes and fragmented data hindering your investment decisions? Accelex is the answer.

  • Automate: Effortless data collection, extraction, and categorization.
  • Analyze: Powerful AI and machine learning for unmatched accuracy.
  • Scale: Seamlessly handle growing data volumes.
  • Succeed: Make informed decisions with comprehensive insights.

Experience the Accelex difference. Schedule your demo today.

Best practices for successful data acquisition in alternative investments

automated data collection

Implementing a robust data acquisition system is only the first step. To ensure long-term success and maximize the value of your data, adhering to best practices is crucial. These practices will help with data integrity, streamline workflows, and ensure regulatory compliance. Let's explore some key strategies for successful data acquisition in alternative investments.

Data governance

Establishing clear data governance policies and procedures is paramount. Define data ownership, access controls, and data retention policies to ensure data security and compliance. Implement a centralized data management framework to promote consistency and collaboration across your organization.

Data quality management

Data accuracy and completeness are critical for making informed investment decisions. Implement data quality management processes to proactively identify and rectify errors, inconsistencies, and missing values. Regular data validation and cleansing will enhance the reliability and trustworthiness of your data.

Ongoing monitoring and improvement

Data acquisition is not a one-time project, it's an ongoing process. Continuously monitor the performance of your system, identify areas for improvement, and adapt to evolving data sources and formats. Regular system audits and updates will ensure that your data acquisition system remains efficient and effective.

Using technology for efficiency

Embrace technological advancements to optimize your data acquisition workflows.

  • Automated data collection: Use the tools and platforms that automate data collection from various sources, minimizing manual effort and reducing the risk of errors.
  • Intelligent data extraction: Utilize AI-powered solutions with OCR and NLP capabilities to extract critical data points from unstructured documents, such as fund financial statements and investor reports.
  • Workflow automation: Streamline data processing, validation, and reporting through workflow automation tools, saving time and resources.

Adopt a data-driven culture

Create a culture within your organization that values data-driven decision-making. Encourage collaboration between investment teams, data analysts, and IT professionals to maximize the potential of your data acquisition system.

By following these best practices and applying the power of technology, you can establish a sustainable and efficient data acquisition process that supports informed decision-making, drives operational efficiency, and allows your firm to succeed in the competitive world of alternative investments.

Related Reading: Beyond Spreadsheets: Essential Tools for Private Market Data Management

The future of data acquisition in alternative investments

Efficient data acquisition is the key to unlocking informed decision-making, reducing risks, and driving success. The days of relying on manual processes and generic tools are fading, replaced by the raw power of AI-driven automation and intelligent data extraction.

By building a robust and scalable data acquisition system, you can overcome the challenges posed by unstructured data, diverse sources, and manual processes. You can streamline your workflows, ensure data accuracy, and gain valuable insights that empower you to make confident investment decisions.

Remember, choosing the right software for data acquisition is crucial. Look for solutions that cater specifically to the complexities of alternative investment document acquisition and offer features like automated data collection, intelligent data extraction, and seamless integration with your existing systems. Prioritize scalability, flexibility, ease of use, and robust security measures.

The future of data acquisition is bright, with advancements in AI and machine learning paving the way for even more sophisticated solutions. By proactively adopting modern data acquisition strategies, you can position your firm for continued growth and success in the dynamic world of alternative investments.

Ready to transform your data acquisition process and unlock the full potential of your alternative investments? Explore Accelex's powerful solutions for automated data collection, analysis, and reporting. Schedule a personalized demo today and discover how Accelex can empower you to make data-driven decisions with confidence.

Schedule a Demo

Efficient data acquisition for alternative investments: A scalable system for success
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About Accelex

Accelex provides data acquisition, analytics and reporting solutions for investors and asset servicers enabling firms to access the full potential of their investment performance and transaction data. Powered by proprietary artificial intelligence and machine learning techniques, Accelex automates processes for the extraction, analysis and sharing of difficult-to-access unstructured data. Founded by senior alternative investment executives, former BCG partners and successful fintech entrepreneurs, Accelex is headquartered in London with offices in Paris, Luxembourg, New York and Toronto. For more information, please visit accelextech.com

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