week 4 Finance with Python

(Comments)

Week 4: Options and Derivatives

Learning Material:

  • Day 1: Introduction to Options

    • Objective: Understand the basics of options, call and put options, and option strategies.
    • Topics: Options terminology, types, and basic concepts.
  • Day 2: Options Pricing Models

    • Objective: Learn about options pricing models like the Black-Scholes-Merton model.
    • Topics: Black-Scholes-Merton model, option pricing, and mathematical modeling.
  • Day 3: Options Trading in Python
    • Objective: Implement options trading strategies in Python.
    • Topics: Strategies, options trading, and Python libraries for options trading.
    • Code Example: Implementing a basic covered call strategy in Python.
  • python
    import yfinance as yf # Define the stock symbol and date range stock_symbol = "AAPL" start_date = "2020-01-01" end_date = "2022-12-31" # Download historical data data = yf.download(stock_symbol, start=start_date, end=end_date) # Define call option parameters strike_price = 150 expiration_date = "2023-01-20" # Simulate a covered call strategy call_option_premium = data.loc[expiration_date]["Close"] - data.loc[expiration_date]["Close"] * 0.02 # Example premium strategy_payoff = data["Close"] - call_option_premium # Visualize the covered call strategy import matplotlib.pyplot as plt plt.figure(figsize=(10, 6)) plt.plot(data.index, strategy_payoff) plt.xlabel("Date") plt.ylabel("Payoff") plt.title("Covered Call Strategy Payoff") plt.show()
    • Day 4: Introduction to Derivatives

      • Objective: Learn about financial derivatives and their use in risk management.
      • Topics: Derivatives overview, types, and applications.
    • Day 5: Exercise

      • Objective: Implement an options trading strategy in Python, analyze the results, and understand options trading principles.

    Note: Week 4 covers options and derivatives, including pricing models and basic trading strategies in Python.

Currently unrated

Comments

Riddles

22nd Jul- 2020, by: Editor in Chief
524 Shares 4 Comments
Generic placeholder image
20 Oct- 2019, by: Editor in Chief
524 Shares 4 Comments
Generic placeholder image
20Aug- 2019, by: Editor in Chief
524 Shares 4 Comments
10Aug- 2019, by: Editor in Chief
424 Shares 4 Comments
Generic placeholder image
10Aug- 2015, by: Editor in Chief
424 Shares 4 Comments

More News  »

why eventhough the r is denominator in LM formula, the slope of LM still goes upward

Recent news

Alright! Let me simplify this for you. We’re talking about the **LM curve**, which shows the relationship between **interest rates (r)** and **income (Y)**. Now, you’re asking why this curve **slopes upward**, even though **r** is in the denominator in the formula.

read more
3 days, 8 hours ago

Who won the debate last night between Harris and Trump

Recent news

In the September 10, 2024, presidential debate between Kamala Harris and Donald Trump, early analyses suggest that Kamala Harris was seen as the winner by several experts and media outlets. According to a flash poll and expert opinions, Harris performed slightly better, earning higher marks for her responses on issues like the economy, healthcare, and foreign policy. While both candidates were criticized for avoiding certain questions and sharing biased data, Harris received a C grade, compared to Trump's C- in some analyses【38†source】.

read more
4 days, 19 hours ago

What is the purpose of cash flow statement?

Recent news

A cash flow statement is a financial document that provides a detailed summary of a company's cash inflows and outflows over a specific period, typically divided into operating, investing, and financing activities. Its main purposes are:

read more
4 days, 20 hours ago

Short explanation on How in August 2024, index of Japanese stock market plummetted

Recent news

The global rout continues, with the Topix experiencing its worst day since 1987

Japan's Nikkei plunges

read more
4 days, 20 hours ago

Why the government of Japan increase their interest rate?

Recent news

The Japanese government, through the Bank of Japan (BOJ), raised interest rates in August 2024 in response to growing inflationary pressures. Japan had experienced years of low inflation, even deflation, but by mid-2024, inflation had accelerated beyond expectations, driven by higher energy costs, a weakening yen, and global supply chain disruptions. These inflationary trends threatened the BOJ's long-term price stability target.

read more
4 days, 20 hours ago

How the Yen currency appreciation affect carry trade

Recent news

The "yen carry trade" refers to an investment strategy where investors borrow yen at low interest rates and invest in higher-yielding foreign assets. Japan’s historically low interest rates made the yen attractive for this strategy, as borrowing in yen was cheap. Investors would use the borrowed funds to buy assets in countries with higher interest rates, pocketing the difference in yield.

read more
4 days, 20 hours ago

The formula of buble

Recent news

An **asset bubble** doesn't have a single, universally accepted formula, but it can be understood through a combination of economic models and indicators that show when asset prices deviate significantly from their intrinsic or fundamental values. Typically, asset bubbles occur when the prices of financial assets, such as stocks, real estate, or commodities, rise rapidly and unsustainably due to speculative demand, often detached from the underlying economic fundamentals.

read more
1 week ago

Do you know that every 1 dollar spending will affect the output by 5 dollar

Recent news

In the **IS curve** equation, the term \( \frac{1}{1 - c} \) plays a crucial role in determining how changes in **government spending (G)**, **taxes (T)**, and other components of aggregate demand affect the overall **output (Y)**.

read more
1 week ago

More News »

Generic placeholder image

Collaboratively administrate empowered markets via plug-and-play networks. Dynamically procrastinate B2C users after installed base benefits. Dramatically visualize customer directed convergence without