The Field Guide
CLOCKED OUT
AI, Algorithms and the Future of Workers' Rights
A plain-language guide by Ahmad T. Sulaiman for workers who want to understand the rules, recognize warning signs, and know what questions to ask next.
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Table of contents
Read in order or start where you are.
I: The Gut Punch
The Moment It Happens
Maria Johnson did not see it coming. Twenty-two years. That is how long she had been the office manager at Sterling Manufacturing. She knew the name of every employee's spouse,
Read chapterDo I Have Rights?
David Chen was good at his job. As a software engineer at a fast-growing tech startup, he consistently ranked as one of the top performers on his team. When the Senior Engineer position on his team opened up, everyone told him the job was his. It was a formality.
Read chapterII: The First 48 Hours
The First 48 Hours
Sarah Miller stared at the email on her phone, her heart pounding. She was seven months pregnant and had just asked her supervisor for a simple accommodation: the ability to sit on a stool during her eight-hour shifts as a cashier. Her doctor had written a note. The request was reasonable.
Read chapterFinding Your Voice
Jamal Williams knew he was taking a risk. He and a few of his co-workers at the warehouse had been talking about forming a union. The pay was low, the hours were long, and the safety conditions were getting worse. They had started talking to a union organizer.
Read chapterDeadlines
Angela was fired in what she believes was racial discrimination. She spent months grieving and trying to find a new job. The thought of a legal battle was overwhelming. A friend told her she had "a couple of years" to do something about it. Finally, after 11 months, she felt ready to act. She called a lawyer.
Read chapterIII: The Battleground
Discrimination
Maria Johnson could not let it go. The phrase "fresh perspective" echoed in her mind. After twenty-two years of stellar performance reviews, being replaced by someone twenty years younger felt like more than just a "business decision."
Read chapterHarassment
Jessica Rodriguez was a star sales executive. But one client, a man named Mr. Henderson, made her skin crawl. During every meeting, he would let his hand linger on her lower back. He called her "sweetheart" and "honey." Last week, he sent her a text message late at night with a crude, sexually explicit meme.
Read chapterRetaliation
Jamal Williams sent an email complaining of retaliation for his union organizing. For a week, nothing happened. Then, on the following Monday, he was called into the plant manager's office.
Read chapterWages & Hours
Michael Thompson loved being a chef. He worked at a popular downtown restaurant, and the energy of a busy Saturday night service was a thrill. But his paychecks never seemed to add up. He regularly worked 50 or 60 hours a week, but he never saw a dime of overtime pay.
Read chapterLeave & Accommodations
Sarah Miller, the pregnant cashier from Chapter 3, was now facing a new problem. Her doctor had placed her on bed rest for the last two months of her pregnancy. She needed to take leave from work immediately.
Read chapterPrivacy & Speech
Emily Carter, a teacher at a private school, was passionate about politics. On her private Facebook page, she shared a scathing political cartoon. The next day, she was fired. "This is not the image we want to project," the headmaster said. Emily was floored. "But I have a right to free speech!" The headmaster shook his head. "Not when...
Read chapterIV: The Process
The EEOC & IDHR
After being fired, Maria Johnson had her spreadsheet of older workers who had been replaced by younger ones. She had her excellent performance reviews. She had a strong case for age discrimination. Now, she needed to act.
Read chapterFinding a Lawyer
With his evidence of discrimination submitted and his EEOC charge filed, David Chen's next critical step was to find a lawyer. He realized he needed a specialist, not a general practitioner. He went to the website for the National
Read chapterThe Lawsuit
David Chen's lawyer, Sarah, filed a lawsuit in federal court. First came the Pleadings: Sarah drafted a Complaint telling David's story, and the company filed an Answer denying it.
Read chapterV: The Long Game
Your Career & Reputation
Maria Johnson felt a wave of relief after her settlement, but a sense of apprehension quickly followed. She had signed a confidentiality agreement, but she was still worried about how to explain the two-year gap on her resume. She was afraid that new employers would see her as a risk.
Read chapterThe Atlas Philosophy
Years later, David Chen was the head of his own engineering department. He made it a point to mentor young engineers, especially those from immigrant backgrounds. He never forgot the sting of being told he was not a "cultural fit." He built a department where only talent and hard work mattered.
Read chapterVI: The Arc of History
The History of the Fight
In the late 19th century, the average American worker endured grueling 60-hour workweeks in dangerous, unsanitary conditions, for wages that barely kept their families from
Read chapterChanging the System
Maria Johnson's victory in her case was just the beginning of her fight. She became an advocate. She joined a local chapter of the AARP and began speaking out about age discrimination. She told her story to lawmakers in Springfield, putting a human
Read chapterPsychological Self-Defense
For months, Sarah had been the top performer on her sales team. Then, a new manager, Mark, was hired. Suddenly, Sarah's world began to warp.
Read chapterVII: The Fine Print
VIII: The New Frontier
The Algorithm Is Your New Boss
It is no longer a dystopian fantasy. The algorithm is your new boss. It is the invisible force that reads your resume, scores your video interview, monitors your keystrokes, sets your work pace, and, in some cases, decides whether you keep your job. According to a 2025 survey, 78% of U.S. employers now use some form of employee...
Read chapterPregnancy Discrimination
Pregnancy discrimination is not new. But the legal tools to fight it are. The Pregnant Workers Fairness Act of 2023 and the PUMP for Nursing Mothers Act of 2022 represent the most significant expansion of pregnancy protections in over four decades. This
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