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particularly important in high-tech sectors where research capability and market
                  deployment must be tightly connected.
                        Second, PPP facilitates risk-sharing. Innovation projects typically involve uncertain
                  outcomes, long development periods, and a significant probability of failure. Firms may
                  hesitate to engage in such projects if they must bear the entire burden of financing and
                  uncertainty. Public-private collaboration can reduce this barrier by sharing research costs,
                  tolerating partial failure, and aligning expected returns with risk exposure. O’Neill and
                  Williams (2019) argue that PPP has become increasingly necessary in contexts where
                  research organizations are expected to generate socio-economic impact while firms
                  require public support to participate in early-stage commercialization. The example of the
                  Ontario Institute for Cancer Research and the FACIT foundation, where relatively modest
                  public funding leveraged much larger private investment, illustrates how PPP can unlock
                  financing while also retaining domestic value from intellectual assets.
                        Third, PPP can improve the alignment between research and market demand.
                  Traditional public R&D systems often suffer from a gap between laboratory outputs and
                  practical application. PPP can reduce this gap by involving firms from the outset in project
                  selection, co-financing, product testing, and commercialization. This makes it more likely
                  that research will address real needs and that outputs will be translated into useful
                  technologies, products, or services.
                        Fourth, PPP may strengthen broader innovation ecosystems. By linking universities,
                  research institutes, enterprises, public agencies, investors, and intermediary organizations,
                  PPP can help build a more connected and dynamic innovation environment. In this sense,
                  it is compatible with the Triple Helix model, which emphasizes interaction between
                  government, academia, and industry in knowledge-based development.
                        At the same time, the literature also makes clear that PPP is not automatically
                  effective. Its success depends on institutional design, governance quality, and
                  implementation capacity. Phan The Cong, at el(2025) argue that PPP effectiveness
                  requires transparent legal rules, clear public-private role division, reasonable risk-sharing,
                  and professional project management. These conditions become even more important in
                  innovation because project outputs are less predictable and contractual rigidity can be
                  particularly harmful. Roumboutsos and Saussier (2014) show that innovation outcomes
                  are strongly influenced by contract design: flexible, incentive-compatible, and gain-
                  sharing arrangements are more likely to encourage private initiative than rigid contracts
                  focused only on compliance.
                        Overall, the theoretical literature suggests that PPP can generate three core
                  benefits in high-tech innovation: mobilization of complementary resources, sharing of risk
                  and cost, and stronger commercialization linkages. However, these benefits depend on
                  governance arrangements suited to the distinctive characteristics of innovation, especially
                  uncertainty, flexibility, and the central role of intangible assets. This is particularly
                  relevant for Vietnam, where PPP in innovation is still emerging and where institutional
                  adaptation remains incomplete.
                        2.3. International and Vietnamese literature review
                        International scholarship on PPP and innovation has developed across several
                  strands. One strand examines PPP as a tool for cluster development and strategic
                  industrial upgrading. Ablaev and Akhmetshina (2016), for example, emphasize the
                  importance of state support, legal improvement, and risk assumption in enabling
                  innovation clusters to develop. Another strand focuses on governance and contract


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