Do Alliance portfolios encourage or impede new business practice adoption? Theory and evidence from the private equity industry
研究发现企业的现有联盟组合可能阻碍新商业实践的采纳，通过机器学习揭示模式，并用计量方法验证，对私募股权基金管理者平衡联盟策略有启示。
Abstract Research Summary We show that the existing alliance portfolio of a firm can impede the adoption of a new business practice. We analyze the private equity industry which features alliances in the form of deal syndication and has recently seen the rise of a novel investment practice: add‐on deals. Using algorithm‐supported induction, we first document robust empirical patterns using machine learning techniques, and then test the theory we construct to explain these patterns using standard econometric methods in a hold‐out sample. We find that when the capabilities required for the new business practice require new partners, existing alliance portfolio members who support current practices can impede access to these new partners (and hence the adoption of the new business practice) through capacity constraints and inter‐partner rivalry. Managerial Summary Alliance partners play a valuable role in many industries, and particularly in the PE industry as syndication partners. While the benefits of working with such partners are well understood, we uncover a potential weakness that alliance portfolio managers should be aware of. If a new business practice relies substantially on a new type of alliance partner, the existing alliance portfolio may impede access to this partner, thus impeding the adoption of the new practice. For PE fund managers, in particular, this implies balancing their deal syndication strategy with the development of new relationships with corporate partners to adopt add‐on models to complement the traditional LBOs. We also show how to use machine learning techniques to uncover patterns of strategic interest in past transaction data.