Invisible Women: Exposing Data Bias In A World Designed For Men

The most popular girl from my high school is getting married. She invites everyone in our class to the wedding. I want to act like I don't see the message, but she deliberately tags me in the group chat. "You kept pretending to be a rich girl like me in high school, but I don't hold it against you. In fact, I'll allow you to attend my wedding tomorrow to see what the rich life is like." The other classmates speak up. "You're so generous, Haley. It's no wonder you can marry someone from the Baumer family. I can't believe you can even forgive someone as materialistic as Emma!" "Does someone like Emma Larkin even deserve to attend Haley's wedding? She's so full of herself." As the insults become worse, Haley Stockwell steps forward to keep the peace. "Come on, let's put this behind us. I'm not bothered by these things since it's been so long. Anyway, let's not bear a grudge against Emma when she's already so poor and ugly." Everyone in the group chat starts singing her praises and calling her kind and innocent. I sneer. Haley is the one who kept pretending to be rich—I'm the true heiress from an affluent family, yet she made me out to be a liar. She turned me into the target of everyone's insults. I check the digital wedding invitation to see that the venue is my villa. The groom looks familiar—isn't he my husband's driver? I smile at the thought of what's going to happen. I reply, "Sure! I have to attend your wedding!"

My stepmother, Mary, hated me to the bone. All because when I was little, I went to a classmate’s house to play and forgot to close the courtyard gate. Her son ran onto the road and was hit to death by a car. My father loved my younger brother the most. After learning what happened, he was heartbroken. “Were you jealous of your brother? That’s why you deliberately left the gate open?” I desperately explained that I had closed the gate, but Dad didn’t believe me. He locked me in the basement and raised me like a dog for the rest of my life. Until one day, when Dad went on a business trip, Mary didn’t give me any food for three days. Starving, I crawled upstairs to the kitchen to look for something to eat. That was when I saw Mary sitting on a man’s lap, saying softly, “If you hadn’t forgotten to close the gate back then, I wouldn’t be living in fear every day of my husband finding out… We’re the ones who killed Ethan.” Only then did I understand that I wasn’t the one who had forgotten to close the gate and caused my brother to run outside, but my stepmother’s lover. Just as I was about to sneak back to the basement, my stepmother noticed me. “What did you hear? No! I can’t let your father find out that I killed our own son!” In a panic, she grabbed me and threw me down the stairs, killing me on the spot. When I opened my eyes again, I was back on the very day the car hit my brother. I blinked my innocent, childlike eyes and pointed upstairs, speaking in a soft, baby voice, “Dad, I closed the gate. It was the man in Mom’s bedroom who didn’t!”

After being condemned across the internet for plagiarism, I stood before everyone and announced my retirement from writing. My boyfriend, Carter Xavier, who had been furiously accusing me just moments ago, froze in shock. “What are you doing? Don’t you still have debts to pay?” Ruby Quinn—his precious and the so-called victim of this scandal—immediately panicked. “Vera, you don’t have to punish yourself like this. I’m willing to give you a chance to start over.” I remained firm, my expression cold and unmoving as camera flashes exploded around me. In my past life, these two had humiliated me, plotting together behind my back to steal my work. My painstaking efforts had built Ruby’s reputation as a so-called genius author. But not this time. Without hesitation, I deleted the pen name I had used for the past six years. I had spent enough time struggling in a cramped rental apartment. It was time to return home and claim my family inheritance. As for Ruby Quinn— Let’s see how you finish the rest of that stolen manuscript without me.

Katalina’s writing career has stagnated since she moved to another city. Her editor gave her an unusual project, she hopes this is her big break. What is the task? An exposé on a bachelor billionaire tycoon who is the buzz of the town. The idea is to expose something shady about his past and harm his reputation. She feels awful about it, but if this is the cost of success, she decides to accept it. After all, the public deserves to know the truth, right? Katalina Robbins pretended to be a high-end real estate agent and have some time with Hunter Collins, she discovered that he was brilliant, engaging, and considerate. He's not what she expected. The more time she spends with him, the stronger her feelings become until Katalina realizes she can't finish her project. Their fledgling relationship would be destroyed if he ever found out about her dark origins.

The day I finally secured an investment worth over 20 million dollars, I walked into the office and immediately caught sight of that calculating assistant wearing a smug look as she spread gossip around. According to her, my husband, the CEO, was planning to strip me of my position and exile me to some forgotten branch in Northreach. Contract in hand, I headed straight for the CEO's office. I stood behind my husband and rubbed his temples while joking casually, "You won't believe what I just heard. Apparently, you're sending me off to a branch office. If only they knew we've been married in secret for seven years and are about to make it public." He didn't look surprised at all. He gently pushed my hand away and smiled. "It's not a rumor. Andrea messed up the last project, and the board is breathing down my neck. They want someone sent to Northreach, and they picked her. That place is brutal. She wouldn't survive it. She's not like you. She doesn't have the luxury of failure. If she goes there, her career is finished. She was my junior back in school. I can't let her life fall apart." He paused, then added softly, "Once you come back, I'll announce our marriage. And I'll make sure you get what you've always wanted. A child." I smiled, but it held no warmth. I turned around and walked out without another word. Before I reached the elevator, I made a call to his biggest competitor. "Looking for a vice president? I'm bringing 20 million dollars of funding with me. I only ask for one thing: Don't send me to Northreach."

"You little tease, spreading your legs like that… Trying to seduce me?" Deep in the night, inside a bar's women's restroom, I deliberately exposed myself. Through the one-way glass, I parted my legs, revealing that hidden part of me. But then a man accidentally walked into the wrong restroom. Every bit of my wanton display fell right under his gaze. Shame washed over me, and I felt my cheeks burning. I wanted nothing more than to flee. But he blocked my way, and without a word, flipped up my skirt. I had nothing on underneath. "You like showing off, don't you? Show me more." With that, he exposed his own fierce arousal and pressed himself between my thighs.