How Do Python Financial Libraries Compare To Excel For Finance?

I happen to come across a popular post regarding a company's finance department on social media. "Seriously, that person in the sales department is such an idiot! All I wanted was to claim reimbursement under her name for the bag I bought, and yet she still refused! "Since she doesn't want me to reimburse my bag, then she can forget about reimbursing everything! This time, I'll teach her a lesson about what happens when she offends a member of the finance department!" There are many bashing comments in the comment section, but the original poster doesn't care at all. She continues adopting a haughty tone. "What am I scared of? The finance department is extremely vital to the company! I refuse to believe that the boss has the courage to offend me, the most important person alive, just to stand up for a sales employee who's easily replaceable!" As I stare at the familiar profile picture belonging to the original poster, I can't help but mentally sneer. She wants to suspend all of my reimbursements, huh? Go ahead, then! This time, I'd like to see what the consequences are for offending a member of the finance department!

The stock remained in the warehouse for two months. The final payment due date arrived, but the company’s finance department was still unwilling to make the payment. I followed up numerous times, and the finance director finally got sick of me. “Our capital is all currently invested in wealth management products. If we liquidate it all, we’d lose four hundred dollars a day! Who then would bear the loss of the company? “Tell them to put it on our tab. We’ll immediately pay it once the investments mature!” I patiently explained that the supplier was not willing to accept any delayed payments. They would only hand us the stock once they received the money. She sized me up for a moment. “Women in sales are basically escorts! Just play coy with the supplier, and they would give you the stock! Why are you pretending to be better than that?” I was stunned. Left without a choice, I mortgaged my new house. The stock was worth four million dollars. I would be able to double the profit once I sold that off.

After half a month of nonstop overtime, I secured a contract worth over ten million, pulling the company back from the brink of collapse. My boss, Richard Gray, was overjoyed. At the celebration party, he called me the pillar of the company and announced that he would reward me with a bonus. However, when the end of the month came, and I opened my payslip, I froze. Negative 250 dollars. A negative commission? I actually owed the company 250 dollars? I immediately called the finance department, asking if there was a mistake on my payslip. They replied, "No mistake. This is the cost calculation formula that Mr. Gray personally instructed us to use. He said you'd understand once you saw it." I went straight to Richard for an explanation. He laughed. "The contract that you signed, after factoring in the concessions, upfront resources, and hidden expenses, left the company with a net loss of 150 thousand. Since the loss was due to your personal decisions, you're responsible for five percent. That totals to 7500. "Considering how hard you worked, we deducted it from your base salary first. But your salary wasn't enough, so you still owe the company 250. Don't worry. The company treats its employees well. We'll write that off." Soon after, he awarded 100 thousand dollars to the newly arrived intern. I watched the newcomer, probably connected to Richard, cheerfully treat the entire company to dinner with her bonus, and something inside me just snapped. From that day onward, I did the bare minimum. I clocked in. I clocked out. Nothing more. Later, when a critical project went catastrophically wrong and the company faced a colossal compensation demand, Richard came begging me to fix it. I just smiled and said, "Sorry, Mr. Gray. I've already resigned. If there are any problems, you can ask the intern who got the 100 thousand dollar bonus to handle it."

"I was his family’s multibillion-dollar lifeline, but to my husband, I was just a shameful, oversized secret." To save King Enterprises from total bankruptcy, ruthless billionaire Darel King was forced to marry me—Giselle Davis, a plus-size heiress with a heavy appetite and curves he absolutely despised. For years, Darel treated our marriage like a prison sentence, banishing me to eat in the kitchen and openly declaring that his elegant, runway-slender ex, Julia Lee, was the only woman he could ever truly desire. The very day his family's empire stabilized, Darel threw the divorce papers in my face, casting me out into the cold New York rain to run back to Julia. He thought he had broken me. He thought I would waste away in despair. He was dead wrong. Taken in by Braden Martin—Darel’s fiercest, most dangerous rival on Wall Street—she turned her heartbreak into raw fuel. Under Braden's protective gaze, she conquered her demons, sweat through her insecurities, and transformed into a stunning, unstoppable force. When Darel falls to his knees, weeping and begging for the beautiful woman I’ve become, he learns too late that some debts can never be repaid.

A Dark CEO Romance Filled with Power, Passion, and Betrayal Alexander Voss is the undisputed king of the financial world. Cold, brilliant, and ruthless. At thirty-eight, he controls a multi-billion-dollar empire—and lets no one get close to him. Until Lena Moreau enters his life. The young, ambitious financial expert is sent to Voss Tower to audit the company. What no one knows is this: She is a spy. Tasked with gathering evidence of tax evasion and corruption. Her mission is clear—until she comes face-to-face with Alexander. The attraction between them is immediate, explosive, and dangerous. In the late-night hours of the penthouse, every rule is broken. Alexander takes what he wants—dominant, possessive, unyielding. And Lena—who is supposed to destroy him—finds herself losing her heart, little by little, to the very man she is bound to betray. Yet behind the scenes, a powerful, ruthless force is pulling the strings. Secrets come to light, lives are threatened, and the line between love and betrayal begins to blur. When the past catches up with them both, and an old enemy prepares to strike the final blow, Lena must make a choice: Will she remain the spy—or will she become the woman standing by the side of the most powerful man in the city? *Verbotene Bilanz* is an intense, high-stakes dark romance filled with sizzling office erotica, emotional depth, and breathtaking power games. For readers who love strong, dominant heroes, fierce heroines, and a love that risks everything. A story about trust, obsession, and the question of how far one would go for love.

Warning! 18++ Dark romance, violence, sex and lots of sex, BDSM, age gap, sugar daddy/baby kink, kidnapping, etc. *** Series of stories of sizzling hot bad boy billionaires, who are devils in the sheets and out of it, tamed by feisty female leads. Each story can be read as a standalone, but some characters make appearances in various stories. Dive in for a long thick...I meant a good long ride, Unless you would rather be bad, Very bad.