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Are hedge funds worth your money? Hedge funds have developed from investment funds that were designed to lower the risk of your portfolio to a multitude of different investment styles with different goals. Their heyday was probably during the 90s and early 2000s when several star hedge fund managers rose to prominence and their assets under management grew significantly. However, since then hedge funds have been under scrutiny as their investment returns have been lacking and their ability to function as a diversification to a traditional stock and bond portfolio was put into question. As hedge funds have their own set of leverage and investment rules it is no wonder they have been accused of being greedy, unsuccessful and secretive. However, with this dataset you can make your own analysis.

Content This dataset covers monthly hedge fund returns starting from 1997. The date column refers to the last day of the month - the end date of the return period, if I understand correctly. There are 12 different hedge fund strategies covered and the return index series are formed as an aggregate of other hedge fund index providers.

The strategy explanations are in EDHEC website:

Convertible Arbitrage - https://risk.edhec.edu/conv-arb/ CTA Global - https://risk.edhec.edu/cta-global/ Distressed Securities - https://risk.edhec.edu/dist-sec/ Emerging Markets - https://risk.edhec.edu/emg-mkts/ Equity Market Neutral - https://risk.edhec.edu/equity-market-neutral/ Event Driven - https://risk.edhec.edu/event-driven/ Fixed Income Arbitrage - https://risk.edhec.edu/fix-inc-arb/ Global Macro - https://risk.edhec.edu/global-macro/ Long/Short Equity - https://risk.edhec.edu/ls-equity/ Merger Arbitrage - https://risk.edhec.edu/merger-arb/ Relative Value - https://risk.edhec.edu/relative-value/ Short Selling - https://risk.edhec.edu/short-selling/ Funds of Funds - https://risk.edhec.edu/fof/ Acknowledgements All credit for the maintenance and upload of the data goes to EDHEC. You should check their website for additional resources:

https://risk.edhec.edu/all-downloads-hedge-funds-indices

Inspiration The EDHEC hedge fund data is the data used in examples/vignettes of PortfolioAnalytics - a package for optimizing, testing and analyzing portfolio returns. You should be easily able to expand the analysis from the vignettes just by using the larger dataset available here:

https://cran.r-project.org/web/packages/PortfolioAnalytics/index.html

Are hedge funds worth your money?

Hedge funds have developed from investment funds that were designed to lower the risk of your portfolio to a multitude of different investment styles with different goals. Their heyday was probably during the 90s and early 2000s when several star hedge fund managers rose to prominence and their assets under management grew significantly. However, since then hedge funds have been under scrutiny as their investment returns have been lacking and their ability to function as a diversification to a traditional stock and bond portfolio was put into question. As hedge funds have their own set of leverage and investment rules it is no wonder they have been accused of being greedy, unsuccessful and secretive. However, with this dataset you can make your own analysis.

Content

This dataset covers monthly hedge fund returns starting from 1997. The date column refers to the last day of the month - the end date of the return period, if I understand correctly. There are 12 different hedge fund strategies covered and the return index series are formed as an aggregate of other hedge fund index providers.

The strategy explanations are in EDHEC website:

• Convertible Arbitrage - https://risk.edhec.edu/conv-arb/
• CTA Global - https://risk.edhec.edu/cta-global/
• Distressed Securities - https://risk.edhec.edu/dist-sec/
• Emerging Markets - https://risk.edhec.edu/emg-mkts/
• Equity Market Neutral - https://risk.edhec.edu/equity-market-neutral/
• Event Driven - https://risk.edhec.edu/event-driven/
• Fixed Income Arbitrage - https://risk.edhec.edu/fix-inc-arb/
• Global Macro - https://risk.edhec.edu/global-macro/
• Long/Short Equity - https://risk.edhec.edu/ls-equity/
• Merger Arbitrage - https://risk.edhec.edu/merger-arb/
• Relative Value - https://risk.edhec.edu/relative-value/
• Short Selling - https://risk.edhec.edu/short-selling/
• Funds of Funds - https://risk.edhec.edu/fof/

Acknowledgements

All credit for the maintenance and upload of the data goes to EDHEC. You should check their website for additional resources:

https://risk.edhec.edu/all-downloads-hedge-funds-indices

Inspiration

The EDHEC hedge fund data is the data used in examples/vignettes of PortfolioAnalytics - a package for optimizing, testing and analyzing portfolio returns. You should be easily able to expand the analysis from the vignettes just by using the larger dataset available here:

https://cran.r-project.org/web/packages/PortfolioAnalytics/index.html

IND/CTA Document Preparation Services Market Outlook

According to our latest research, the IND/CTA Document Preparation Services market size reached USD 1.42 billion globally in 2024, driven by the increasing complexity and volume of regulatory submissions in the life sciences sector. The market is expanding at a robust CAGR of 8.1%, with projections indicating it will reach approximately USD 2.81 billion by 2033. This growth is primarily fueled by the surge in pharmaceutical and biotechnology R&D activities, as well as evolving regulatory requirements across key markets. The growing demand for high-quality, compliant documentation in support of Investigational New Drug (IND) and Clinical Trial Application (CTA) submissions is a critical factor propelling the industry forward.

The primary growth driver for the IND/CTA Document Preparation Services market is the rapid expansion of clinical research activities worldwide. Pharmaceutical, biotechnology, and medical device companies are increasingly investing in innovative therapies and technologies, resulting in a greater number of clinical trials and corresponding regulatory submissions. The complexity of these submissions, which must adhere to stringent guidelines set by regulatory agencies such as the FDA, EMA, and others, necessitates specialized expertise in regulatory writing, medical writing, and submission management. This has led to a heightened demand for professional document preparation services, enabling sponsors to expedite the approval process and ensure compliance with local and international standards.

Another significant factor contributing to market growth is the rising trend of outsourcing regulatory documentation tasks to specialized service providers. Pharmaceutical companies and Contract Research Organizations (CROs) are increasingly partnering with third-party vendors to leverage their domain expertise, reduce operational costs, and streamline the submission process. This trend is particularly prominent among small and mid-sized enterprises, which may lack the internal resources or regulatory knowledge to efficiently prepare and manage IND/CTA documents. As a result, the market for document preparation services is witnessing robust growth, with service providers continually expanding their offerings to include regulatory intelligence, quality control, and end-to-end submission management.

Technological advancements are also playing a pivotal role in shaping the IND/CTA Document Preparation Services market. The adoption of artificial intelligence (AI), machine learning, and cloud-based platforms has revolutionized the way regulatory documents are drafted, reviewed, and submitted. These technologies enhance the accuracy, consistency, and efficiency of document preparation, minimizing errors and reducing turnaround times. Furthermore, regulatory authorities are increasingly accepting electronic submissions, further driving the demand for digital document preparation solutions. The integration of advanced analytics and automation tools enables service providers to offer value-added services, such as real-time tracking, version control, and regulatory compliance checks, thereby enhancing their competitiveness in the market.

From a regional perspective, North America continues to dominate the global IND/CTA Document Preparation Services market, accounting for the largest revenue share due to its mature pharmaceutical industry, strong regulatory framework, and high R&D expenditure. Europe follows closely, driven by stringent regulatory requirements and a robust clinical research ecosystem. The Asia Pacific region is emerging as a key growth market, fueled by increasing clinical trial activity, expanding pharmaceutical manufacturing capabilities, and growing investments in healthcare infrastructure. Latin America and the Middle East & Africa are also witnessing steady growth, albeit at a slower pace, as regulatory harmonization and investment in research and development gain momentum in these regions.

Service Type Analysis

The service type segment of the IND/CTA Document Preparation Services market includes regulatory writing, medical writing, quality control, submission management, and other specialized services. Regulatory writing remains the cornerstone of this segment, as it involves the preparation of essential documents such as protocols, investigator brochures, and clinical study reports that are critical f

US Hedge Fund Market size was valued at USD 5.27 Billion in 2024 and is projected to reach USD 11.76 Billion by 2032, growing at a CAGR of 10.1% from 2026 to 2032.Rising Institutional Investment: The US hedge fund market is experiencing a surge in institutional investment, driven by the need for diversified portfolios and higher returns. According to the Securities and Exchange Commission (SEC) in their 2023 report, institutional investors now account for over 70% of hedge fund assets, up from 65% in 2020. Recent news from BlackRock highlights a growing trend of pension funds and endowments allocatingGrowing Demand for Alternative Strategies: The demand for alternative investment strategies is growing as traditional asset classes face increased volatility.

IND/CTA Document Preparation Services Market Outlook

According to our latest research, the Global IND/CTA Document Preparation Services market size was valued at $1.2 billion in 2024 and is projected to reach $2.6 billion by 2033, expanding at a CAGR of 8.7% during 2024–2033. One major factor propelling the growth of this market globally is the increasing complexity and volume of regulatory requirements for investigational new drug (IND) and clinical trial application (CTA) submissions, especially as pharmaceutical and biotechnology companies accelerate their drug development pipelines. The demand for specialized document preparation services has surged as organizations seek to ensure compliance, reduce approval timelines, and streamline the submission process for regulatory agencies worldwide.

Regional Outlook

North America currently holds the largest share of the IND/CTA Document Preparation Services market, accounting for approximately 42% of the global market value in 2024. This dominance is attributed to the region’s mature pharmaceutical and biotechnology sectors, robust regulatory frameworks, and a high concentration of clinical research organizations (CROs). The United States, in particular, benefits from a well-established FDA approval process, a significant number of ongoing clinical trials, and a strong focus on innovation in drug development. Furthermore, the presence of leading global pharmaceutical companies and a sophisticated healthcare infrastructure have contributed to the increased adoption of document preparation services, as these organizations strive to maintain compliance and expedite time-to-market for new therapies.

The Asia Pacific region is emerging as the fastest-growing market, projected to register a CAGR of 11.3% during the forecast period. Countries such as China, India, and South Korea are witnessing substantial investments in pharmaceutical R&D, driven by favorable government initiatives, growing clinical trial activity, and the expansion of multinational drug manufacturers into these markets. The increasing adoption of digital technologies, coupled with a rising pool of skilled professionals, is enabling regional service providers to offer cost-effective and high-quality document preparation solutions. Additionally, regulatory harmonization efforts, such as those promoted by the International Council for Harmonisation (ICH), are facilitating smoother cross-border submissions and fostering market growth.

In emerging economies across Latin America, the Middle East, and Africa, the IND/CTA Document Preparation Services market is gradually gaining traction. However, these regions face unique challenges, including limited regulatory infrastructure, lower awareness of international submission standards, and a shortage of specialized expertise. While local demand for document preparation services is rising due to increasing clinical research activities and the entry of global CROs, service providers must navigate complex regulatory landscapes and address language and cultural barriers. Policy reforms aimed at improving regulatory efficiency and incentivizing foreign investment are expected to gradually boost market adoption in these regions over the next decade.

Report Scope

AI Aortic Aneurysm Sizing on CTA Market Outlook

According to our latest research, the Global AI Aortic Aneurysm Sizing on CTA market size was valued at $240 million in 2024 and is projected to reach $1.2 billion by 2033, expanding at a robust CAGR of 19.8% during 2024–2033. The primary factor driving this impressive growth trajectory is the increasing adoption of artificial intelligence in medical imaging, which is transforming the accuracy and efficiency of aortic aneurysm detection and sizing, particularly through the use of computed tomography angiography (CTA). As healthcare providers worldwide focus on improving patient outcomes and reducing diagnostic errors, the integration of AI-based solutions for aortic aneurysm assessment is gaining significant traction, further supported by ongoing advancements in deep learning algorithms and image processing technologies.

Regional Outlook

North America currently commands the largest share of the AI Aortic Aneurysm Sizing on CTA market, accounting for nearly 42% of global revenue in 2024. This dominance is attributed to the region’s mature healthcare infrastructure, early adoption of advanced imaging technologies, and a strong presence of leading AI and medtech companies. The United States, in particular, benefits from favorable reimbursement policies, substantial investment in research and development, and a highly skilled workforce. Additionally, regulatory agencies such as the FDA have established clear pathways for the approval of AI-powered medical devices, accelerating market entry and fostering innovation. The combination of these factors has positioned North America as a hub for technological advancements and commercial adoption in AI-driven aortic aneurysm sizing.

The Asia Pacific region is poised to register the fastest growth, with a projected CAGR of 23.5% from 2024 to 2033. This remarkable expansion is fueled by a surge in healthcare investments, rapid digital transformation in medical imaging, and increasing awareness of the benefits of early aneurysm detection. Countries like China, Japan, and India are witnessing significant government initiatives to modernize healthcare delivery and promote AI integration. The growing burden of cardiovascular diseases and the rising prevalence of aortic aneurysms in aging populations are also key drivers. Strategic collaborations between local healthcare providers, international AI vendors, and academic institutions are accelerating technology transfer and adoption, making Asia Pacific a focal point for future market growth.

Emerging economies in Latin America and the Middle East & Africa are gradually embracing AI aortic aneurysm sizing solutions, albeit at a slower pace due to infrastructural and economic constraints. In these regions, challenges such as limited access to advanced imaging modalities, insufficient trained personnel, and variable regulatory frameworks hinder widespread adoption. However, localized demand is growing as healthcare systems prioritize non-invasive diagnostics and seek to bridge gaps in rural and underserved areas. International aid programs, public-private partnerships, and targeted capacity-building initiatives are beginning to address these barriers, setting the stage for incremental market penetration and long-term growth potential.

Report Scope

AI Brain Aneurysm Screening from CTA Market Outlook

According to our latest research, the global AI Brain Aneurysm Screening from CTA market size was valued at USD 186 million in 2024, and it is expected to grow at a robust CAGR of 27.4% during the forecast period, reaching USD 1,673 million by 2033. This remarkable growth is primarily driven by the increasing adoption of artificial intelligence in medical imaging, particularly for early and accurate detection of brain aneurysms through computed tomography angiography (CTA). The market’s expansion is further supported by rising incidences of cerebrovascular diseases, growing investments in healthcare IT, and the urgent demand for faster, more precise diagnostic solutions.

One of the key growth factors propelling the AI Brain Aneurysm Screening from CTA market is the significant improvement in diagnostic accuracy and workflow efficiency achieved through AI-powered solutions. Traditional brain aneurysm screening often involves manual interpretation of CTA scans, which is time-consuming and prone to human error. AI-driven software can rapidly analyze vast datasets, detect subtle abnormalities, and provide decision support to radiologists, thereby reducing false negatives and improving patient outcomes. This technology is particularly valuable in emergency settings where rapid diagnosis is critical, and it allows healthcare providers to prioritize high-risk cases more effectively. Additionally, the integration of AI with advanced imaging modalities is transforming the landscape of neurodiagnostics, making early intervention feasible and reducing the overall burden on healthcare systems.

Another substantial driver of market growth is the escalating prevalence of brain aneurysms and related cerebrovascular disorders worldwide. As the global population ages and risk factors such as hypertension, smoking, and sedentary lifestyles become more prevalent, the incidence of brain aneurysms continues to rise. This trend places immense pressure on healthcare infrastructures, necessitating the deployment of advanced screening tools that can manage increasing caseloads with high precision. AI-enabled CTA screening solutions address this need by automating the detection process, facilitating large-scale screening programs, and supporting population health management initiatives. Furthermore, government and private sector investments in AI research, as well as favorable regulatory policies, are accelerating product development and adoption across both developed and emerging markets.

The ongoing digital transformation in healthcare, characterized by the proliferation of cloud-based platforms, interoperability standards, and data-driven decision-making, is also fueling the expansion of the AI Brain Aneurysm Screening from CTA market. Cloud-based deployment models enable seamless integration of AI algorithms with hospital information systems and imaging archives, allowing for real-time data sharing, remote consultations, and collaborative diagnostics. This is particularly beneficial in regions with limited access to specialized neuroradiology expertise, as it democratizes access to cutting-edge diagnostic tools. The convergence of AI, big data analytics, and telemedicine is expected to further enhance the scalability and reach of brain aneurysm screening programs, thereby supporting market growth over the forecast period.

From a regional perspective, North America currently dominates the global AI Brain Aneurysm Screening from CTA market, accounting for the largest revenue share in 2024. This leadership position is attributed to the presence of advanced healthcare infrastructure, high adoption rates of AI technologies, and substantial investments in research and development. Europe follows closely, driven by supportive regulatory frameworks and a growing focus on precision medicine. The Asia Pacific region is poised for the fastest growth, owing to increasing healthcare expenditures, rising awareness of cerebrovascular diseases, and rapid digitalization of healthcare services. Latin America and the Middle East & Africa are also witnessing gradual adoption, supported by improving healthcare access and growing investments in medical technology.

CTA-861-H HDMI Signaling Market Outlook

According to our latest research, the Global CTA-861-H HDMI Signaling market size was valued at $3.7 billion in 2024 and is projected to reach $8.2 billion by 2033, expanding at a CAGR of 9.1% during 2024–2033. The robust growth trajectory of the CTA-861-H HDMI Signaling Market is primarily driven by the accelerating demand for high-definition audio and video transmission across diverse applications, ranging from consumer electronics to professional AV equipment and automotive infotainment systems. The proliferation of 4K, 8K, and advanced display technologies, coupled with the increasing integration of smart and connected devices, continues to fuel the adoption of HDMI signaling solutions worldwide.

Regional Outlook

North America currently dominates the CTA-861-H HDMI Signaling market, accounting for the largest share of global revenue in 2024. This leadership position is attributed to the region's mature consumer electronics ecosystem, widespread adoption of advanced audiovisual technologies, and the presence of major industry players and innovation hubs. The United States, in particular, is a hotbed for technological advancements and early adoption of next-generation HDMI standards, underpinned by robust R&D investments and favorable regulatory frameworks. The region's thriving home entertainment, gaming, and professional AV sectors further amplify demand for high-performance HDMI signaling solutions, reinforcing North America’s role as a bellwether for global market trends.

Asia Pacific is emerging as the fastest-growing region in the CTA-861-H HDMI Signaling market, projected to register a CAGR exceeding 11.3% over the forecast period. This rapid expansion is driven by surging consumer electronics manufacturing in China, South Korea, and Japan, as well as increasing investments in smart infrastructure and automotive innovation. The region’s burgeoning middle-class population, rising disposable incomes, and rapid urbanization are fueling demand for advanced digital devices and entertainment systems. Additionally, government initiatives to promote digitalization and smart city development, coupled with large-scale investments in 5G and IoT, are catalyzing the widespread adoption of HDMI signaling technologies across both consumer and industrial applications.

Emerging economies in Latin America, the Middle East, and Africa are experiencing gradual but steady adoption of CTA-861-H HDMI signaling solutions. While these regions face challenges such as limited infrastructure, price sensitivity, and fragmented distribution networks, localized demand is being spurred by increasing digital literacy, growing penetration of affordable smart devices, and targeted policy reforms aimed at enhancing connectivity and technology access. Strategic collaborations between global manufacturers and regional distributors are helping to bridge technology gaps and foster market growth, although the pace of adoption remains uneven across different countries due to varying economic conditions and regulatory environments.

Report Scope

Hedge funds are private, unregulated investment funds that use sophisticated instruments or strategies, such as derivative securities, short positions or leveraging, to generate alpha. Hedge funds cover a wide range of strategies with different risk and return profiles.

About This Dataset

Data Date: 1997/1 - 2021/6 Columns : 13 Different Investing Style Index Value : Monthly Return

Description

Convertible Arbitrage : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/conv_arb.pdf CTA Global : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/cta.pdf Distressed Securities : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/distressed.pdf Emerging Markets : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/emerging.pdf Equity Market Neutral : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/market_ntl.pdf Event Driven : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/event_driven.pdf Fixed Income Arbitrage : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/fix_inc.pdf Global Macro : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/global_macro.pdf Long/Short Equity : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/long_short.pdf Merger Arbitrage : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/merger.pdf Relative Value : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/value.pdf Short Selling : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/short.pdf Funds of Funds : https://risk.edhec.edu/sites/risk/files/indices/Indices/Edhec%20Alternative%20Indices/Web/report/fof.pdf

Credit To

Data Source :EDHEC-Risk Institute Since 2003, EDHEC-Risk Institute has been publishing the EDHEC-Risk Alternative Indices, which aggregate and synthesise information from different index providers, so as to provide investors with representative benchmarks. These indices are computed for thirteen investment styles that represent typical hedge fund strategies. https://risk.edhec.edu/all-downloads-hedge-funds-indices

Cta Investments Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

United Kingdom Hedge Fund Market was valued at USD 1.21 Trillion in 2024 and is expected to reach USD 1.80 Trillion by 2030 with a CAGR of 6.8%.

IND/CTA Document Preparation Services Market Outlook

According to our latest research, the global IND/CTA Document Preparation Services market size reached USD 1.42 billion in 2024, driven by increasing regulatory complexities and the expanding landscape of clinical research. The market is projected to grow at a CAGR of 7.1% from 2025 to 2033, reaching an estimated USD 2.65 billion by 2033. This robust growth is attributed to the heightened demand for expert regulatory documentation support, especially as pharmaceutical and biotechnology companies accelerate the development and approval of novel therapeutics worldwide.

A primary growth factor for the IND/CTA Document Preparation Services market is the escalating stringency and complexity of global regulatory requirements. Regulatory authorities such as the FDA, EMA, and other regional agencies have continually updated and refined their submission guidelines, necessitating comprehensive and error-free documentation for Investigational New Drug (IND) and Clinical Trial Application (CTA) submissions. As a result, both established and emerging life sciences companies are increasingly outsourcing document preparation to specialized service providers, ensuring compliance, minimizing approval delays, and reducing the risk of costly rejections. This trend is further magnified by the growing number of clinical trials and the globalization of drug development processes.

Another significant driver is the surge in R&D investments and the proliferation of innovative therapies, including biologics, gene therapies, and personalized medicine. These advancements require meticulous documentation and alignment with evolving regulatory frameworks. Pharmaceutical and biotechnology companies are under pressure to accelerate time-to-market for their products, making efficient and accurate document preparation services indispensable. The rise of complex clinical trial designs, adaptive protocols, and multi-center studies has also contributed to the demand for expert support in regulatory submissions. The need to navigate diverse regulatory environments across different regions further underscores the importance of professional IND/CTA document preparation services.

The growing trend of outsourcing among pharmaceutical, biotechnology, and contract research organizations (CROs) is another key growth catalyst for the IND/CTA Document Preparation Services market. Outsourcing enables organizations to leverage the expertise of specialized vendors, optimize resource allocation, and focus on their core competencies in drug development and innovation. The increasing adoption of digital tools, artificial intelligence, and automation in document preparation is further enhancing the efficiency and accuracy of regulatory submissions. These technological advancements are expected to play a pivotal role in shaping the future landscape of the market, enabling service providers to deliver faster turnaround times and higher quality documentation.

From a regional perspective, North America currently dominates the IND/CTA Document Preparation Services market, accounting for the largest share in 2024, followed by Europe and Asia Pacific. The region's strong presence is attributed to a mature pharmaceutical industry, a high volume of clinical research activity, and a well-established regulatory framework. However, Asia Pacific is anticipated to witness the fastest growth during the forecast period, driven by increasing clinical trials, expanding healthcare infrastructure, and the rising participation of local companies in global drug development initiatives. Latin America and the Middle East & Africa are also expected to experience steady growth, supported by regulatory reforms and growing investments in healthcare research.

Service Type Analysis

The IND/CTA Document Preparation Services market is segmented by service type, encompassing Regulatory Document Preparation, Clinical Trial Application Preparation, IND Submission Support, CTA Submission Support, and

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