Cross-functional collaboration
Cross-functional collaboration is coordinated work among people or teams with different professional functions or areas of expertise toward a shared objective.
Data-Driven Cybersecurity
Coordinated work among people or teams with different functional responsibilities toward a shared outcome.
- How it is used
- Integrates security responsibilities across development, product, testing, and business processes.
- How deep it goes
- Explains barriers and prescribes communication, agile integration, champions, training, threat modeling, and shared metrics.
- Examples
- Uses security champions, joint threat modeling sessions, training, agile workflows, and shared metrics as practical mechanisms.
- What you can do after
- Apply it via shared workflows and metrics to address security risks proactively during development.
Read how Data-Driven Cybersecurity explains cross-functional collaboration →
The Art of AI Product Development
Cross-functional collaboration is coordinated work among people from different professional or functional roles toward shared product goals.
- How it is used
- Coordinates interdisciplinary AI product work around technical feasibility, business objectives, stakeholder support, and customer value.
- How deep it goes
- Provides practical conflict-mediation and support tactics, stopping short of detailed collaboration processes or implementation methods.
- Examples
- Uses a predictive supply-chain platform, competing speed and accuracy priorities, and delayed domain-expert insights.
- What you can do after
- Apply it to align diverse contributors, mediate trade-offs, secure stakeholder support, and maintain focus on user value.
Read how The Art of AI Product Development explains cross-functional collaboration →
Related concepts
- collaborationkind of · Collaboration is coordinated activity in which multiple participants contribute toward a shared goal or outcome.
- user experienceuses · User experience is a person’s overall perceptions and responses resulting from interactions with a product, service, or system.
- domain knowledgeuses · Domain knowledge is specialized understanding of the concepts, facts, practices, relationships, and constraints of a particular subject area.
- secure by designproduces · Secure by design is an engineering approach that incorporates security requirements and protections throughout a system’s design, development, and lifecycle.
- governanceconfigured by · Governance is the system of policies, roles, decision rights, processes, controls, and oversight through which an organization, system, or activity is directed and held accountable.
- customer problemuses · A customer problem is a difficulty, unmet need, requirement, or desired outcome experienced by a product or service’s intended customers.
These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.

