Collaborative data analysis has become a necessity and trend in the era of big data. In such collaborative environments, intellectual property protection mechanisms are critical to maintain and encourage research partnerships. Such mechanisms shall protect not only data sources and data analysis algorithms, but also protect data provenance, i.e., data processing history. For example, participating parties may request to secure their access and sharing of various kinds of data products (source, intermediate, and final), processing steps, and their inter-dependencies.