June, 2025
2min read
Better Bosses: By the Numbers
With Project Oxygen, Google turned scepticism about managers into science — using data to uncover the traits that truly define effective leadership in fast-paced teams.

Data is the new oil. Extensive analysis of data can provide an immense amount of knowledge, unique insights, and overall information about the target dataset. In the era of data-driven decision-making, companies across various industries are leveraging data analysis to gain insights into their operations and other decision-making processes. Google, a titan in the tech industry, is no exception. As one of the top tech companies in the world, it is quite normal for Google to apply data analytics to every decision-making process within the organisation. Project Oxygen is one such example that led Google to identify and enhance effective managerial practices.
The Genesis
Google, being a leader in the tech industry, is an engineer-heavy organisation. Founders Sergey Brin and Larry Page once wondered whether it needed managers at all. The scepticism arose from a technocratic culture. The group that had the biggest problem with managers were the company’s engineers.
Laszlo Bock, former senior vice-president of People Operations at Google, explained:
“Engineers generally think managers are at best a necessary evil, but mainly they get in the way, create bureaucracy, and screw things up.”
However, with an almost completely flat organisational structure, the company faced reporting problems, as engineers were going directly to leadership for every issue that arose. As the company grew, the founders realised that managers perform other very important functions beyond merely being points of contact.
In 2008, Google launched Project Oxygen, which aimed to understand the importance of management practices through research-based analysis and sought to identify the key qualities crucial for becoming an effective manager at Google.
A Data-Driven Approach
Google employed a rigorous, data-driven approach to kick off the project, conducting employee interviews, feedback forms, surveys, performance reviews, and other relevant data sources to gain qualitative insights into existing managerial practices.
One of the main data sources was the Oxygen survey, which helped the People Operations team gather valuable insights from employees about managerial practices. The survey covered aspects such as managerial communication, feedback, career development, core skills, vision and strategy, and other relevant metrics.
Eight Key Findings About Good Managers
Is a good coach: Effective managers are first and foremost good coaches to their direct reports. They provide guidance, support, and encouragement to team members, uplifting morale and improving performance.
Empowers the team and does not micromanage: A good manager stands by the team in every situation, empowering them to perform well by granting autonomy and full ownership of their work. They avoid micromanaging, fostering flexibility, innovation, and creativity.
Expresses interest in team members’ success and personal well-being: Managers who genuinely care about their employees’ well-being create an environment of open communication where employees feel safe sharing ideas and collaborating effectively.
Is productive and results-oriented: By setting measurable goals and maintaining productivity, managers establish a vision for achieving objectives and continuously seek ways to improve team performance.
Is a good communicator: Managers who actively listen and share ideas foster an environment where everyone feels valued, helping the team perform well.
Supports career development: Good managers prioritise the development of their reports and team, providing the right guidance, time, and resources for individual career growth.
Has a clear vision/strategy for the team: Whether leading a project or an entire business unit, a manager must align with overall organisational goals, setting clear objectives and a strategic plan to achieve them.
Has key technical skills: Managers must understand the team’s work. With strong knowledge of core technologies and processes, they can guide the team effectively toward excellence.
Through extensive surveys and methodical data collection, Google conducted an in-depth analysis to identify these eight essential skills for effective managers. By focusing on these skills, managers can benchmark their progress and add value to the organisation, driving greater success. With this data-driven approach, Google pinpointed what truly matters for effective managerial leadership, providing actionable insights within a scalable and repeatable framework.