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Drowning in Data: The Psychology Behind Technostress at Work

Drowning in Data: The Psychology Behind Technostress at Work

Understanding the Roots of Technostress

When I sent one of my staff members to a training session to learn and implement a new system, I assumed he would adapt quickly and come back ready to lead implementation. After all, he was smart, dependable, and had never missed a deadline. But when he returned, his body language, tone of voice, and overall demeanor all signaled distress. It wasn’t simply resistance to change but an emotional and cognitive overload that left him feeling defeated before he even began. He told me he experienced feelings of being 'lost' during the training; he was overwhelmed by the pace and too embarrassed to ask questions. That conversation opened my eyes. I realized I had underestimated the emotional toll that learning new technology can take, especially when it's layered on top of an already full workload. I knew I had to dig deeper to understand what was really happening and how I, as a leader, could better support him and others in similar situations.

Technostress, a term first coined by clinical psychologist Craig Brod in 1984, refers to the stress and negative psychological impacts associated with the use of technology. Brod defined it as “a modern disease of adaptation caused by an inability to cope with the new computer technologies in a healthy manner”1. Since the 1980s, the intensity and pervasiveness of technology have increased exponentially, and so too has the incidence of technostress in workplaces across all sectors. While technology itself is not inherently harmful, the speed of innovation and the expectation for constant adaptation have outpaced many individuals’ capacity to adjust.

Five Primary Factors Contributing to Technostress

As I began to research technostress more deeply, I discovered that it is typically driven by five key techno-stressors. These factors can interact and compound each other, amplifying their impact on employees and teams. Understanding each one helps leaders and administrators design better training, communication strategies, and support systems.

  • Techno-overload: This occurs when individuals are forced to work faster and longer due to technology. For example, a team member may be expected to respond instantly to emails and messages across multiple platforms, leading to cognitive fatigue and burnout2.

  • Techno-invasion: Technology allows work to intrude into personal time, making it difficult to disconnect. A staff member who receives after-hours notifications on their mobile device can begin to feel like they are always "on call," disrupting work-life balance3.

  • Techno-complexity: When systems are overly complicated or lack intuitive design, users may feel inadequate or overwhelmed. An example would be a digital procurement system that requires multiple logins, unfamiliar terminology, and inconsistent workflows4.

  • Techno-insecurity: Some employees fear being replaced by more tech-savvy colleagues or automated systems. For instance, a veteran planner confronted with GIS automation tools may fear that their skills are becoming obsolete5.

  • Techno-uncertainty: Constant updates and changes in software platforms create instability. If a payroll system is updated every quarter without adequate training, employees may become frustrated by the frequent need to relearn processes6.

These categories are not mutually exclusive. In practice, a single employee may experience multiple forms of technostress simultaneously. Recognizing these patterns can help leaders build empathy and tailor their responses to meet specific needs.

Symptoms and Effects of Technostress

Technostress manifests in several ways, often starting subtly before escalating into more serious conditions. Psychologically, individuals may experience anxiety, irritability, low mood, or a lack of motivation. Emotionally drained employees may withdraw from teamwork and disengage from innovation efforts, seeing new technology as a threat rather than a tool7.

Physiologically, technostress can lead to headaches, insomnia, and muscle tension. The constant screen time and mental strain of multitasking across digital platforms can also contribute to eye strain and fatigue8. Behaviorally, employees may procrastinate on tasks involving new systems, avoid training sessions, or express cynicism about digital transformation efforts. These reactions, if left unaddressed, can impair overall organizational performance.

Leadership Strategies for Supporting Employees

As leaders, we must meet employees where they are. This means acknowledging that not everyone starts at the same level of tech fluency. When rolling out new platforms or systems, it is essential to provide tiered training options that accommodate various learning paces. Some staff may benefit from one-on-one coaching, while others thrive in peer-led groups or self-paced modules.

Setting realistic expectations is equally important. Allow time for learning and experimentation before requiring full adoption. Avoid penalizing mistakes during the transition period and instead foster a culture of curiosity and continuous improvement. Make it clear that learning is valued as much as performance outcomes, especially during times of digital change.

Building Tech Fluency Through Emotional Support

Beyond technical training, leaders should champion basic social-emotional learning (SEL) practices in the workplace. Simple techniques such as guided breathing, short mindfulness breaks, and stress-reduction exercises can help regulate emotions during challenging tech transitions. Encouraging employees to take structured breaks from screens can also reduce cognitive overload9.

Creating a psychologically safe environment is critical. Leaders should routinely check in with their teams to gauge how they feel about new tools and systems. Anonymous surveys, open office hours, and feedback forums offer employees safe spaces to express concerns. When leaders listen actively and respond with empathy, it strengthens trust and boosts resilience.

Tips for Individuals to Reduce Technostress

While leadership plays a key role, individuals can also take proactive steps to manage their own technostress. First, develop a personal boundary strategy. This might include setting "tech curfews," disabling non-essential notifications, or creating device-free zones during non-working hours. These small actions help restore work-life boundaries and protect mental well-being.

Second, improve digital literacy gradually. Focus on mastering one tool or feature at a time rather than trying to learn everything simultaneously. Use available help resources, such as tutorials or help desks, and don’t hesitate to ask colleagues for support. Confidence grows with practice, and each small success builds momentum toward greater fluency.

Encouraging a Balanced Approach to Technology

As leaders, it is our responsibility to recognize that technological advancement, while necessary, must be accompanied by compassion and strategic support. Technostress is real, but it is also manageable with the right awareness, systems, and human-centered practices in place.

Let’s commit to building workplaces where no one feels left behind by digital change. Whether you are a department head, team supervisor, or frontline employee, start by having honest conversations about technology-related stress. From there, implement practical solutions that support both productivity and well-being. Together, we can create environments where technology empowers rather than overwhelms.

Bibliography

  1. Craig Brod, Technostress: The Human Cost of the Computer Revolution (Reading, MA: Addison-Wesley, 1984).

  2. Tarafdar, Monideepa, Qiang Tu, and T. S. Ragu-Nathan. "Impact of technostress on end-user satisfaction and performance." Journal of Management Information Systems 27, no. 3 (2010): 303-334.

  3. Ayyagari, Ramakrishna, Varun Grover, and Russell Purvis. "Technostress: Technological antecedents and implications." MIS Quarterly 35, no. 4 (2011): 831-858.

  4. Salanova, Marisa, and Sonia Llorens. "The dark side of technologies: Technostress among users of information and communication technologies." International Journal of Psychology 52, no. 3 (2017): 187-194.

  5. Nimrod, Galit. "Technostress: Measuring a new threat to well-being in later life." Aging & Mental Health 22, no. 8 (2018): 1086-1093.

  6. Weinert, Christoph, Tim Maier, and Timleon Reinecke. "The impact of technostress on user resistance and satisfaction with information systems." European Journal of Information Systems 26, no. 4 (2017): 391-411.

  7. Ragu-Nathan, T. S., Monideepa Tarafdar, Bhanu S. Ragu-Nathan, and Qiang Tu. "The consequences of technostress for end users in organizations: Conceptual development and empirical validation." Information Systems Research 19, no. 4 (2008): 417-433.

  8. Mark, Gloria, Daniela Gudith, and Ulrich Klocke. "The cost of interrupted work: More speed and stress." Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (2008): 107-110.

  9. Chesley, Noelle. "Information and communication technology use, work intensification and employee strain and distress." Work, Employment and Society 28, no. 4 (2014): 589-610.

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Legal Advisor
City of Boston

ABOUT THE ROLE The City of Boston Law Department seeks an experienced attorney to serve as the Legal Advisor to the Boston Public Schools. Reporting to the Corporation Counsel, this role provides critical legal counsel to the Superintendent, the School Committee, and senior staff. The Legal Advisor leads the Office of the Legal Advisor at BPS, managing a wide variety of legal matters including operations advice, civil litigation, educational plan appeals, and contract negotiations to support the district's mission. KEY RESPONSIBILITIES - Advise the Superintendent, School Committee, and BPS leadership on employment, contracts, procurement, school law, and real property matters. - Guide the implementation and drafting of new policies, procedures, and departmental methods. - Supervise an office of eight attorneys, paralegals, and staff in litigation, contract review, and advising. - Provide direct support for high-profile negotiations, complicated procurements, and RFPs. - Appear in federal and state courts on behalf of the City of Boston for high-priority cases. - Develop strategies for motions, trials, and settlements, and review attorneys' written work. - Oversee public records requests, subpoenas, student record requests, and discovery matters. - Implement standard contract and litigation processes to ensure compliance in spending public funds. - Conduct annual performance evaluations of direct reports. MINIMUM QUALIFICATIONS - Juris Doctor degree. - At least nine years of experience as a lawyer in a law firm or government legal office. - Significant civil litigation experience, including discovery and trial work. - Admission to the Massachusetts Bar and current active registration status with the Board of Bar Overseers. - Ability to organize, manage, and supervise litigation matters and a staff of attorneys. - Strong interpersonal and communication skills with a focus on detail and sound judgment. - Experience in education, employment, or government law is highly preferred. SPECIAL REQUIREMENTS - Boston residency is strictly required for this position. - Must be able to work a hybrid schedule. - Must possess the ability to exercise sound judgment and maintain accuracy and attention to detail in all legal matters. SELECTION PROCESS - Applications will be reviewed by the City of Boston Law Department for minimum qualifications and relevant legal experience. - Candidates will be evaluated on their civil litigation background, supervisory experience, and knowledge of education or government law. - Final selection will include verification of Massachusetts Bar admission and Boston residency. HOW TO APPLY 1. Visit the official City of Boston careers portal to locate the job posting. 2. Search for the position using Req ID 2026-31974 or the title Legal Advisor. 3. Click the apply button to submit your application, resume, and cover letter online. 4. For questions regarding the application process, contact Kristen Coveney at kristen.coveney@boston.gov. 5. Ensure your application is submitted before the posting end date of November 29, 2026. EMPLOYMENT DETAILS - Employer: City of Boston - Department: Law Department (Boston Public Schools) - Position Type: Regular Full-Time - Hours per week: 35 - Schedule: Hybrid - Union/Grade: Non-Union/MM2-15 - Posting End Date: November 29, 2026 - Equal Opportunity Employer: Yes

Boston, Massachusetts
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