The Key Elements for Data Intermediaries to Deliver Their Promise
As human history enters the era of data economy, data has become the new oil. It feeds artificial intelligence algorithms that are disrupting how advertising, healthcare, transportation, insurance, and many other industries work. The excitement of having data as a key production input lies in the fact that it is a non-rivalrous good that does not diminish by consumption. However, the fact that people are reluctant in sharing data due to privacy and trade secrets considerations has been preventing countries to realize the full value of data. 
To release more data, policymakers and researchers have been exploring ways to overcome the trust dilemma. Of all the discussions, data intermediaries have become a major solution that governments are turning to. This article gives an overview of relevant policy developments concerning data intermediaries and a preliminary analysis of the key elements that policymakers should consider for data intermediaries to function well.
I. Policy and Legal developments concerning data intermediaries
In order to unlock data’s full value, many countries have started to focus on data intermediaries. For example, in 2021, the UK’s Department for Digital, Culture, Media and Sport (DCMS) commissioned the Centre for Data Ethics and Innovation (CDEI) to publish a report on data intermediaries , in response to the 2020 National Data Strategy. In 2020, the European Commission published its draft Data Governance Act (DGA) , which aims to build up trust in data intermediaries and data altruism organizations, in response to the 2020 European Strategy for Data. The act was adopted and approved in mid-2022 by the Parliament and Council; and will apply from 24 September 2023. The Japanese government has also promoted the establishment of data intermediaries since 2019, publishing guidance to establish regulations on data trust and data banks.
II. Key considerations for designing effective data intermediary policy
1.Evaluate which type of data intermediary works best in the targeted country
From CDEI’s report on data intermediaries and the confusion in DGA’s various versions of data intermediary’s definition, one could tell that there are many forms of data intermediaries. In fact, there are at least eight types of data intermediaries, including personal information management systems (PIMS), data custodians, data exchanges, industrial data platforms, data collaboratives, trusted third parties, data cooperatives, and data trusts. Each type of data intermediary was designed to combat data-sharing issues in specific countries, cultures, and scenarios. Hence, policymakers need to evaluate which type of data intermediary is more suitable for their society and market culture, before investing more resources to promote them.
For example, data trust came from the concept of trust—a trustee managing a trustor’s property rights on behalf of his interest. This practice emerged in the middle ages in England and has since developed into case law. Thus, the idea of data trust is easily understood and trusted by the British people and companies. As a result, British people are more willing to believe that data trusts will manage their data on their behalf in their best interest and share their valuable data, compared to countries without a strong legal history of trusts. With more people sharing their data, trusts would have more bargaining power to negotiate contract terms that are more beneficial to data subjects than what individual data owners could have achieved. However, this model would not necessarily work for other countries without a strong foundation of trust law.
2.Quality signals required to build trust: A government certificate system can help overcome the lemon market problem
The basis of trust in data intermediaries depends largely on whether the service provider is really neutral in its actions and does not reuse or sell off other parties’ data in secret. However, without a suitable way to signal their service quality, the market would end up with less high-quality service, as consumers would be reluctant to pay for higher-priced service that is more secure and trustworthy when they have no means to verify the exact quality. This lemon market problem could only be solved by a certificate system established by actors that consumers trust, which in most cases is the government.
The EU government clearly grasped this issue as a major obstacle to the encouragement of trust in data intermediaries and thus tackles it with a government register and verification system. According to the Data Government Act, data intermediation services providers who intend to provide services are required to notify the competent authority with information on their legal status, form, ownership structure, relevant subsidiaries, address, public website, contact details, the type of service they intend to provide, the estimated start date of activities…etc. This information would be provided on a website for consumers to review. In addition, they can request the competent authority to confirm their legal compliance status, which would in turn verify them as reliable entities that can use the ‘data intermediation services provider recognised in the Union’ label.
3.Overcoming trust issues with technology that self-enforces privacy: privacy-enhancing technologies (PETs)
Even if there are verified data intermediation services available, businesses and consumers might still be reluctant to trust human organizations. A way to boost trust is to adopt technologies that self-enforces privacy. A real-world example is OpenSAFELY, a data intermediary implementing privacy-enhancing technologies (PETs) to provide health data sharing in a secure environment. Through a federated analytics system, researchers are able to conduct research with large volumes of healthcare data, without the ability to observe any data directly. Under such protection, UK NHS is willing to share its data for research purposes. The accuracy and timeliness of such research have provided key insights to inform the UK government in decision-making during the COVID-19 pandemic.
With the benefits it can bring, unsurprisingly, PETs-related policies have become quite popular around the globe. In June 2022, Singapore launched its Digital Trust Centre (DTC) for accelerating PETs development and also signed a Memorandum of Understanding with the International Centre of Expertise of Montreal for the Advancement of Artificial Intelligence (CEIMIA) to collaborate on PETs. On September 7th, 2022, the UK Information Commissioners’ Office (ICO) published draft guidance on PETs. Moreover, the U.K. and U.S. governments are collaborating on PETs prize challenges, announcing the first phase winners on November 10th, 2022. We could reasonably predict that more PETs-related policies would emerge in the coming year.
 Yan Carrière-Swallow and Vikram Haksar, The Economics of Data, IMFBlog (Sept. 23, 2019), https://blogs.imf.org/2019/09/23/the-economics-of-data/#:~:text=Data%20has%20become%20a%20key,including%20oil%2C%20in%20important%20ways (last visited July 22, 2022).
 Frontier Economics, Increasing access to data across the economy: Report prepared for the Department for Digital, Culture, Media, and Sport (2021), https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/974532/Frontier-access_to_data_report-26-03-2021.pdf (last visited July 22, 2022).
 The Centre for Data Ethics and Innovation (CDEI), Unlocking the value of data: Exploring the role of data intermediaries (2021), https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1004925/Data_intermediaries_-_accessible_version.pdf (last visited June 17, 2022).
 Please refer to the guidelines for the selection of sponsors of the 2022 Social Innovation Summit: https://www.gov.uk/government/publications/uk-national-data-strategy/national-data-strategy (last visited June 17, 2022).
 Regulation of the European Parliament and of the Council on European data governance and amending Regulation (EU) 2018/1724 (Data Governance Act), 2020/0340 (COD) final (May 4, 2022).
 Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and The Committee of the Regions— A European strategy for data, COM/2020/66 final (Feb 19, 2020).
 Proposal for a Regulation on European Data Governance, European Parliament Legislative Train Schedule, https://www.europarl.europa.eu/legislative-train/theme-a-europe-fit-for-the-digital-age/file-data-governance-act(last visited Aug 17, 2022).
 CDEI, supra note 3.
 Ada Lovelace Institute, Exploring legal mechanisms for data stewardship (2021), 30~31,https://www.adalovelaceinstitute.org/wp-content/uploads/2021/03/Legal-mechanisms-for-data-stewardship_report_Ada_AI-Council-2.pdf (last visited Aug 17, 2022).
 George A. Akerlof, The Market for "Lemons": Quality Uncertainty and the Market Mechanism, THE QUARTERLY JOURNAL OF ECONOMICS, 84(3), 488-500 (1970).
 IMDA, MOU Signing Between IMDA and CEIMIA is a Step Forward in Cross-border Collaboration on Privacy Enhancing Technology (PET) (2022),https://www.imda.gov.sg/-/media/Imda/Files/News-and-Events/Media-Room/Media-Releases/2022/06/MOU-bet-IMDA-and-CEIMIA---ATxSG-1-Jun-2022.pdf (last visited Nov. 28, 2022).
 ICO publishes guidance on privacy enhancing technologies, ICO, https://ico.org.uk/about-the-ico/media-centre/news-and-blogs/2022/09/ico-publishes-guidance-on-privacy-enhancing-technologies/ (last visited Nov. 27, 2022).
 U.K. and U.S. governments collaborate on prize challenges to accelerate development and adoption of privacy-enhancing technologies, GOV.UK, https://www.gov.uk/government/news/uk-and-us-governments-collaborate-on-prize-challenges-to-accelerate-development-and-adoption-of-privacy-enhancing-technologies (last visited Nov. 28, 2022); Winners Announced in First Phase of UK-US Privacy-Enhancing Technologies Prize Challenges, NIST, https://www.nist.gov/news-events/news/2022/11/winners-announced-first-phase-uk-us-privacy-enhancing-technologies-prize (last visited Nov. 28, 2022).
With the coming of the Innovation-based economy era, technology research has become the tool of advancing competitive competence for enterprises and academic institutions. Each country not only has begun to develop and strengthen their competitiveness of industrial technology but also has started to establish related mechanism for important technology areas selected or legal analysis. By doing so, they hope to promote collaboration of university-industry research, completely bring out the economic benefits of the R & D. and select the right technology topics. To improve the depth of research cooperation and collect strategic advice, we have to use legislation system, but also social communication mechanism to explore the values and practical recommendations that need to be concerned in policy-making. This article in our research begins with establishing a mechanism for collecting diverse views on the subject, and shaping more efficient dialogue space. Finally, through the process of practicing, this study effectively collects important suggestions of practical experts.The EU's New Legal Framework for European Research Infrastructure
Recognized that Research infrastructures (RIs) are at the centre of the knowledge triangle of research, education and innovation and play an increasingly important role in the advancement of knowledge and technology, the EU began to finance for the establishments of RIs by its Framework Programmes (FPs) since the start of FP2 of 1987. On the other hand, the EU also assigned the European Strategy Forum on Research Infrastructures (ESFRI) to develop a coherent and strategy-led approach to policy-making on RIs between Member States and to facilitate the better use and development of RIs at EU and international level. Based on those efforts, the European Commission understood that a major difficulty in setting up RIs between EU countries is the lack of an adequate legal framework allowing the creation of appropriate partnerships and proposed a legal framework for a European research infrastructure adapted to the needs of such facilities. The new legal framework for a European Research Infrastructure Consortium (ERIC) entered into force on 28 August 2009. An successfully-set-up ERIC will have the legal personality based on EU law, and can benefit from exemptions from VAT and excise duty in all EU Member States and may adopt its own procurement procedures to get rid of the EU's public procurement procedures. It is predicted that the Biobanking and Biomolecular Resources Research Infrastructure (BBMRI) will apply to become a BBMRI-ERIC in the near future. The EU also seeks to lead in Energy, Food and Biology through the reforms of ERICs to assist the high quality of activities of European scientists and attract the best researchers from around the world. Besides, in order to connect the knowledge triangle effectively, the European Commission also established the European Institute of Innovation and Technology (EIT) on March 2008. It hopes through the research development partnership network to gather all the advantages from the science and technology chains of multiple areas, and make an effort for the strategy of EU innovation development jointly；Meanwhile, extends its roadmap to the objectives and practices of the Knowledge and Innovation Communities (KICs) of the EIT. Contrast with the EU's advance, it is necessary to our government to concentrate and contemplate whether it is the time to reconsider if our existing legal instruments available to domestic research facilities and infrastructures are sufficient enough to reach our science and technology development goals.Review of Taiwan's Existing Regulations on the Access to Bioloical Resources
The activities of accessing to Taiwan's biological resources can be governed within certain extent described as follows. 1 、 Certain Biological Resources Controlled by Regulations Taiwan's existing regulation empowers the government to control the access to biological resources within certain areas or specific species. The National Park Law, the Forestry Act, and the Cultural Heritage Preservation Act indicate that the management authority can control the access of animals and plants inside the National Park, the National Park Control Area, the recreational area, the historical monuments, special scenic area, or ecological protection area; forbid the logging of plants and resources within the necessary control area for logging and preserved forestry, or control the biological resources inside the natural preserved area. In terms of the scope of controlled resources, according to the guidance of the Wildlife Conservation Act and the Cultural Heritage Preservation Act, governmental management authority is entitled to forbid the public to access the general and protected wild animals and the plant and biological resources that are classified as natural monuments. To analyse the regulation from another viewpoint, any access to resources in areas and of species other than the listed, such as wild plants or microorganism, is not regulated. Therefore, in terms of scope, Taiwan's management of the access to biological resources has not covered the whole scope. 2 、 Access Permit and Entrance Permit Taiwan's current management of biological resources adopts two kinds of schemes: access permit scheme and entrance permit in specific areas. The permit allows management authority to have the power to grant and reject the collection, hunting, or other activities to access resources by people. This scheme is similar to the international standard. The current management system for the access to biological resources promoted by many countries and international organizations does not usually cover the guidance of entrance in specific areas. This is resulting from that the scope of the regulation about access applies for the whole nation. However, since Taiwan has not developed regulations specifically for the access of bio-research resources, the import/export regulations in the existing Wildlife Conservation Act, National Park Law, Forestry Act, and Cultural Heritage Preservation Act may provide certain help if these regulations be properly connected with the principle of access and benefit sharing model, so that they will help to urge people to share the research interests. 3 、 Special Treatments for Academic Research Purpose and Aborigines Comparing to the access for the purpose of business operation, Taiwan's regulations favour the research and development that contains collection and hunting for the purpose of academic researches. The regulation gives permits to the access to biological resources for the activities with nature of academic researches. For instance, the Wildlife Conservation Act, National Park Law, and theCultural Heritage Preservation Act allow the access of regulated biological resources, if the academic research unit obtains the permit, or simply inform the management authority. In addition, the access by the aborigines is also protected by the Forestry Act, Cultural Heritage Preservation Act, and the Aboriginal Basic Act. The aborigines have the right to freely access to biological resources such as plants, animals and fungi. 4 、 The Application of Prior Informed Consent (PIC) In topics of the access to and benefit sharing of biological resources, the PIC between parties of interests has been the focus of international regulation. Similarly, when Taiwan was establishing theAboriginal Basic Act, this regulation was included to protect the aborigines' rights to be consulted, to agree, to participate and to share the interests. This conforms to the objective of access and benefit sharing system. 5 、 To Research and Propose the Draft of Genetic Resources Act The existing Wildlife Conservation Act, National Park Law, Forestry Act,Cultural Heritage Preservation Act, Aboriginal Basic Act provide the regulation guidance to the management of the access to biological resources within certain scope. Comparing to the international system of access and benefit sharing, Taiwan's regulation covers only part of the international guidance. For instance, Taiwan has no regulation for the management of wild plants and micro-organism, so there is no regulation to confine the access to wild plants and microorganism. To enlarge the scope of management in terms of the access to Taiwan's biological resources, the government authority has authorize the related scholars to prepare the draft of Genetic Resources Act. The aim of the Genetic Resources Act is to establish the guidance of the access of genetic resources and the sharing of interests in order to preserve the genetic resources. The draft regulates that the bio-prospecting activity should be classified into business and academic, with the premise of not interfering the traditional usages. After classification, application of the permit should be conducted via either general or express process. During the permit application, the prospector, the management authority, and the owner of the prospected land should conclude an agreement jointly. In the event that the prospector wishes to apply for intellectual property rights, the prospector should disclose the origin of the genetic resources and provide the legally effective documents of obtaining these resources. In addition, a Biodiversity Fund should be established to manage the profits derived from genetic resources. The import/export of genetic resources should also be regulated. Violators should be fined.Taiwan Recent Regulatory Development- Promoting Biotech and New Pharmaceuticals Industry
Over the past twenty years, the Government has sought to cultivate the biopharmaceutical industry as one of the future major industry in Taiwan. Back in 1982, the Government has begun to regard biotechnology as a key technology in Technology Development Program, demonstrated that biotechnology is a vital technology in pursuit of future economic growth. Subsequently, the Government initiated national programs that incorporated biotechnology as a blueprint for future industrial development. In order to enhance our competitiveness and building an initial framework for the industry, The Executive Yuan has passed the Biotechnology Industry Promotion Plan. As the Government seeks to create future engines of growth by building an environment conducive for enterprise development, the Plan has been amended four times, and implemented measures focused on the following six areas: related law and regulations, R&D and applications, technology transfer and commercialization, personnel training, investment promotion and coordination, marketing information and marketing service. In 2002, the Executive Yuan approved the Challenge 2008, a six-year national development plan, pointing out biotechnology industry as one of the Two Trillion, Twin Stars industries. The Government planned for future economic growth by benefiting through the attributes of the biotechnology: high-tech, high-reward and less pollution. Thus, since 1997 the Strategic Review Board (SRB) under the Executive Yuan Science and Technology Advisory Panel has taken action in coordinating government policies with industry comments to form a sound policy for the biotechnology industry. Additionally, a well-established legal system for sufficient protection of intellectual property rights is the perquisite for building the industry, as the Government recognized the significance through amending and executing related laws and regulations. By stipulating data exclusivity and experimental use exception in the Pharmaceutical Affair Act, tax benefits provided in Statute for Upgrading Industries , Incentives for Production and R&D of Rare Disease Medicine, Incentives for Medical Technology Research and Development, provide funding measures in the Guidance of Reviewing Programs for Promoting Biotechnology Investment. Clearly, the government has great expectation for the industry through establishing a favorable environment by carrying out these policies and revising outdated regulations. Thus, the Legislative Yuan has passed the “Act for The Development of Biotechnology and New Pharmaceuticals Industry” in June, 2007, and immediately took effect in July. The relevant laws and regulations became effective as well, driving the industry in conducting researches on new drugs and manufacturing new products, increasing sales and expanding the industry to meet an international level. For a biopharmaceutical industry that requires long-term investment and costly R&D, incentive measures is vital to the industry’s survival before the product launches the market. Accordingly, this article will be introducing the recent important regulation that supports the biopharmaceutical industry in Taiwan, and analyzing the government’s policies. Biotechnology is increasingly gaining global attention for its potential in building future economic growth and generating significant profits. In an effort to support the biotechnology industry in Taiwan, the Government has made a step forward by enacting the “Act for the Development of Biotech and New Pharmaceutical Industry”. The biopharmaceutical industry is characterized as high-risk and high-reward, strong government support and a well-developed legal system plays a vital role from its establishment throughout the long term development. Therefore, the Act was enacted tailor to the Biotech and New Pharmaceutical Industry, primarily focuses on tax benefits, R&D activities, personnel recruitment and investment funding, in support of start-up companies and attracting a strong flow of funding worldwide. To pave the way for promoting the biopharmaceutical industry and the Biotech and New Pharmaceutical Company, here the article will be introducing the incentive measures provided in the Act, and supporting development of the industry, demonstrating the efforts made by the Government to build a “Bio-tech Island”. Reference “Act for Development of Biotech and New Pharmaceutical Industry”, webpage of Law and Regulations Database of the Republic of China. 4 July, 2007. Ministry of Justice, Taiwan. 5 Nov. 2008 http://law.moj.gov.tw/Eng/Fnews/FnewsContent.asp?msgid=3180&msgType=en&keyword=undefined