Organizational Culture
Email and Calendar Data Are Helping Firms Understand How Employees Work

Using Data Science to Predict How People in Companies are Changing
The Need for Change Management in the Data-Driven Era
Change management, as an industry, has traditionally been resistant to the impact of data science. While other areas of business and management have been transformed by the power of data analysis, change management has remained largely unchanged. However, this is beginning to change as companies start to recognize the potential benefits of using data science to predict and manage change within their organizations.
Data-Driven Change Management
The use of data science in change management is not a new concept, but it is gaining popularity. Companies are starting to realize that by analyzing data, they can better understand how people within their organizations are changing, and make more informed decisions about how to manage those changes. This approach is particularly useful in today’s fast-paced, rapidly changing business environment, where adaptability is key to success.
Benefits of Data-Driven Change Management
There are several benefits to using data science in change management. For one, it allows companies to identify potential issues before they become major problems, enabling them to take proactive steps to mitigate the impact of change. Additionally, data analysis can help companies to identify the most effective change management strategies, allowing them to implement the most effective solutions. This can lead to increased employee engagement, reduced resistance to change, and improved overall business performance.
Examples of Data-Driven Change Management in Action
Several companies are already using data science to drive their change management efforts. For example, one global consulting firm uses data analysis to identify potential resistance to change within their organization, allowing them to target their change management efforts more effectively. Another company uses data to track the impact of change on employee engagement, enabling them to make data-driven decisions about how to improve employee satisfaction.
Conclusion
While the use of data science in change management is not yet widespread, it is becoming an increasingly important tool for companies looking to stay ahead of the curve. By analyzing data, companies can better understand how people are changing, and make more informed decisions about how to manage those changes. As the business landscape continues to evolve, it is likely that data-driven change management will become an essential part of any successful organization’s toolkit.
FAQs
What is data-driven change management?
Data-driven change management is the use of data analysis and scientific methods to predict and manage change within an organization.
How does data science help in change management?
Data science helps in change management by providing insights into how people are changing, allowing companies to identify potential issues before they become major problems, and make more informed decisions about how to manage change.
What are the benefits of data-driven change management?
The benefits of data-driven change management include increased employee engagement, reduced resistance to change, and improved overall business performance.
Organizational Culture
Are Your Workplace Norms Holding Back Inclusion?

Creating a fair and inclusive workplace is crucial for the well-being and productivity of employees. One key aspect of achieving this is by taking charge of the workplace norms. Workplace norms refer to the unwritten rules and expectations that govern behavior and interactions among employees. These norms can have a significant impact on the work environment, influencing everything from communication and collaboration to decision-making and career advancement.
The Impact of Unconscious Bias
Unconscious bias can have a profound impact on workplace norms, often resulting in unfair treatment of certain groups of employees. This can lead to a lack of diversity, inequality, and a toxic work environment. It is essential to recognize and address these biases to create a fairer workplace. By acknowledging the existence of unconscious bias, organizations can take steps to mitigate its effects and promote a more inclusive culture.
Identifying and Challenging Harmful Norms
To make the workplace fairer, it is crucial to identify and challenge harmful norms. This involves recognizing patterns of behavior that may be discriminatory or exclusionary and taking steps to address them. Employees and leaders must be willing to speak up when they witness unfair behavior and work together to create a more inclusive environment. This can involve implementing policies and procedures that promote diversity and inclusion, as well as providing training and education to employees.
Strategies for Change
Several strategies can be employed to change harmful workplace norms. These include:
- Leading by example: Leaders and managers should model the behavior they expect from employees, demonstrating a commitment to fairness and inclusion.
- Encouraging open communication: Creating a safe and supportive environment where employees feel comfortable sharing their concerns and ideas.
- Providing training and education: Offering workshops and training sessions to educate employees about unconscious bias, diversity, and inclusion.
- Implementing inclusive policies: Developing and enforcing policies that promote diversity and inclusion, such as flexible work arrangements and diversity recruitment initiatives.
Overcoming Resistance to Change
Changing workplace norms can be challenging, and there may be resistance from some employees. It is essential to address this resistance by communicating the benefits of a fairer and more inclusive workplace. This can involve highlighting the business case for diversity and inclusion, as well as the positive impact on employee well-being and productivity. By engaging employees in the process of change and involving them in decision-making, organizations can build a sense of ownership and commitment to creating a fairer workplace.
Empowering Employees
Empowering employees is critical to creating a fairer workplace. This involves giving employees the autonomy to make decisions and take action to address unfair behavior. It also requires providing employees with the necessary resources and support to promote diversity and inclusion. By empowering employees, organizations can create a culture of accountability and shared responsibility for creating a fair and inclusive work environment.
Conclusion
Creating a fairer workplace requires a deliberate effort to take charge of its norms. By recognizing the impact of unconscious bias, identifying and challenging harmful norms, and implementing strategies for change, organizations can promote a more inclusive and equitable work environment. It is essential to overcome resistance to change and empower employees to take action. By working together, organizations can create a workplace where all employees feel valued, respected, and able to thrive.
FAQs
- Q: What are workplace norms, and why are they important?
A: Workplace norms refer to the unwritten rules and expectations that govern behavior and interactions among employees. They are crucial because they can significantly impact the work environment, influencing communication, collaboration, and career advancement. - Q: How can unconscious bias affect workplace norms?
A: Unconscious bias can lead to unfair treatment of certain groups of employees, resulting in a lack of diversity, inequality, and a toxic work environment. - Q: What strategies can be employed to change harmful workplace norms?
A: Strategies include leading by example, encouraging open communication, providing training and education, and implementing inclusive policies. - Q: How can organizations overcome resistance to change when trying to create a fairer workplace?
A: Organizations can overcome resistance by communicating the benefits of a fairer and more inclusive workplace, engaging employees in the process of change, and involving them in decision-making.
Organizational Culture
Is Your Organization Burnout-Prone? Signs Your Culture Needs a Reset

Burnout isn’t just a personal issue—it’s a culture issue. And in 2025, it’s showing up in more ways than just exhaustion.
Quiet quitting, rising turnover, disengaged teams, and declining innovation—these are all symptoms of a workplace culture that may be overdue for a reset.
If your team seems tired, checked out, or constantly running on fumes, it’s time to ask:
Is the way we work actually working?
Burnout Is Systemic—Not Just Individual
While we often talk about burnout as a personal failure to manage stress, research shows it’s deeply rooted in organizational culture. According to a 2024 Gallup report, the top five causes of burnout were:
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Unfair treatment at work
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Unmanageable workloads
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Lack of role clarity
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Lack of support from managers
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Unreasonable time pressure
When these issues persist, they create a workplace that drains energy rather than fuels growth.
5 Cultural Red Flags That Signal Burnout Is Brewing
1. Always-On Expectations
If your team feels the need to respond to emails at all hours or skip breaks to prove commitment, you may have an urgency culture problem.
What to do: Normalize boundaries by modeling them at the leadership level. Set clear communication windows and respect time off.
2. Celebrating Overwork
If praise only goes to those who stay late, take on “extra” work, or sacrifice personal time, you’re reinforcing burnout behaviors.
What to do: Start celebrating efficiency, collaboration, and setting healthy limits—not just hustle.
3. Lack of Psychological Safety
If employees don’t feel safe speaking up about workload, stress, or mistakes, pressure will quietly build until people snap—or leave.
What to do: Train leaders to lead with empathy and create check-ins that focus on well-being, not just output.
4. No Time to Recover
When everything feels urgent and no downtime is respected, even high performers will burn out.
What to do: Build recovery into your culture. This could be quiet Fridays, mental health days, or flexible work models that actually allow for recharge.
5. Turnover Is High—but Feedback Is Low
If people are leaving but not telling you why, that’s a culture issue, not just a recruiting one.
What to do: Conduct stay interviews, not just exit ones. Ask your team what’s working—and what isn’t—while they’re still with you.
Final Thought
A high-performance culture shouldn’t come at the cost of human sustainability.
The most successful organizations in 2025 are those who understand that protecting people’s energy is a leadership strategy, not a luxury.
Burnout doesn’t happen overnight—but it can be reversed with intentional culture change.
So ask yourself and your team:
Are we building a workplace that fuels success—or just survives it?
Organizational Culture
Why Bosses Are Firing Gen Z Grads in 2025

A growing number of Gen Z graduates are facing early termination from their first jobs, with employers citing concerns over workplace readiness and professionalism.
The Disconnect Between Expectations and Reality
Recent surveys indicate that approximately 60% of employers have dismissed Gen Z employees within months of hiring. Common reasons include perceived lack of motivation, inadequate communication skills, and challenges adapting to workplace norms. Some employers express hesitancy in hiring recent graduates, with reports suggesting that one in six managers may avoid hiring them altogether in the coming year.
Factors Contributing to Early Dismissals
Several elements contribute to this trend:
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Professionalism and Workplace Etiquette: Employers report instances of tardiness, inappropriate workplace attire, and unprofessional language among new hires.
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Soft Skills Deficit: Many Gen Z employees are perceived to lack essential soft skills, such as effective communication, initiative, and adaptability.
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Impact of Remote Learning: The shift to remote education during the pandemic may have limited opportunities for students to develop interpersonal skills and gain practical workplace experience.
Bridging the Gap: Recommendations for Employers and Graduates
To address these challenges, both employers and new graduates can take proactive steps:
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Enhanced Onboarding Programs: Companies can implement comprehensive onboarding processes that emphasize workplace expectations, communication standards, and professional conduct.
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Mentorship Opportunities: Pairing new hires with experienced mentors can provide guidance, support, and a clearer understanding of organizational culture.
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Soft Skills Development: Graduates should seek opportunities to improve their soft skills through workshops, training programs, and real-world experiences.
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Open Communication: Encouraging feedback and fostering an environment where questions are welcomed can help new employees acclimate more effectively.
Looking Ahead
As the workforce continues to evolve, it’s crucial for organizations to invest in the development of their employees, and for new graduates to actively engage in their professional growth. By fostering mutual understanding and providing the necessary resources, both employers and Gen Z employees can work together to build a more cohesive and productive workplace.
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