diff --git a/Final Project/Casino Revenue_Tax Revenue_GDP by state Final.xlsx b/Final Project/Casino Revenue_Tax Revenue_GDP by state Final.xlsx new file mode 100644 index 0000000..de36e6a Binary files /dev/null and b/Final Project/Casino Revenue_Tax Revenue_GDP by state Final.xlsx differ diff --git a/Final Project/DATA 400 Final.pptx b/Final Project/DATA 400 Final.pptx new file mode 100644 index 0000000..7e6984b Binary files /dev/null and b/Final Project/DATA 400 Final.pptx differ diff --git a/Final Project/DATA 400 Progress Presentation.pptx b/Final Project/DATA 400 Progress Presentation.pptx new file mode 100644 index 0000000..5a29634 Binary files /dev/null and b/Final Project/DATA 400 Progress Presentation.pptx differ diff --git a/Final Project/Data400Final.ipynb b/Final Project/Data400Final.ipynb new file mode 100644 index 0000000..2bad328 --- /dev/null +++ b/Final Project/Data400Final.ipynb @@ -0,0 +1,378 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 19, + "id": "09959f92-af44-457d-a5e7-d4e19e446734", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from matplotlib.ticker import PercentFormatter\n", + "from sklearn.linear_model import LinearRegression\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4ee7d7c0-d40d-4461-8dbc-d09db4b8bd6d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/52/_4ng7h2n79nc2919vnyqx_gr0000gn/T/ipykernel_5845/3445294467.py:17: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " bar = sns.barplot(data=top5_ggr_gdp_table, x='Average GGR as % of GDP', y='State', palette='viridis')\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Top 5 States - GGR as % of GDP\n", + "\n", + "file_path = \"/Users/kieransantos/Downloads/Casino Revenue_Tax Revenue_GDP by state (5).xlsx\"\n", + "excel_data = pd.ExcelFile(file_path)\n", + "\n", + "\n", + "df_main = excel_data.parse('2014-2023')\n", + "df_gdp = excel_data.parse('gdp')\n", + "\n", + "df_merged = pd.merge(df_main, df_gdp, on=['State', 'Year'], how='left')\n", + "df_merged['GGR_to_GDP'] = df_merged['Gross Gambling Revenue'] / df_merged['GDP']\n", + "\n", + "df_no_nevada = df_merged[df_merged['State'] != 'Nevada']\n", + "avg_ggr_gdp = df_no_nevada.groupby('State')['GGR_to_GDP'].mean().sort_values(ascending=False).head(5)\n", + "top5_ggr_gdp_table = avg_ggr_gdp.reset_index()\n", + "top5_ggr_gdp_table.columns = ['State', 'Average GGR as % of GDP']\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "bar = sns.barplot(data=top5_ggr_gdp_table, x='Average GGR as % of GDP', y='State', palette='viridis')\n", + "bar.set_title(\"Top 5 States (Excl. Nevada): Average GGR as % of GDP (2014–2023)\")\n", + "bar.set_xlabel(\"Average GGR as % of GDP\")\n", + "bar.xaxis.set_major_formatter(PercentFormatter(xmax=1))\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "4200a458-83bb-407a-9af7-4126f7cf1446", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Year-over-Year % Change: Gross Gambling Revenue vs GDP\n", + "\n", + "df_5 = excel_data.parse('2014-2023')\n", + "df_gdp = excel_data.parse('gdp')\n", + "\n", + "df_merged = pd.merge(df_5, df_gdp, on=['State', 'Year'], how='left')\n", + "\n", + "df_merged['GGR_to_GDP'] = df_merged['Gross Gambling Revenue'] / df_merged['GDP']\n", + "\n", + "yearly_totals = df_merged.dropna(subset=['GDP']).groupby('Year')[['Gross Gambling Revenue', 'GDP']].sum()\n", + "\n", + "yearly_pct_change = yearly_totals.pct_change().dropna() * 100 \n", + "\n", + "yearly_pct_change.columns = ['% Change in GGR', '% Change in GDP']\n", + "\n", + "yearly_pct_change_excl_2020_2021 = yearly_pct_change[~yearly_pct_change.index.isin([2020, 2021])]\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "sns.lineplot(data=yearly_pct_change_excl_2020_2021, marker='o')\n", + "plt.title(\"Year-over-Year % Change: Gross Gambling Revenue vs GDP\")\n", + "plt.ylabel(\"Percent Change\")\n", + "plt.xlabel(\"Year\")\n", + "plt.axhline(0, color='gray', linestyle='--')\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "98f67ea6-51e3-4a15-ad29-112105899337", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/52/_4ng7h2n79nc2919vnyqx_gr0000gn/T/ipykernel_5845/367279214.py:10: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " plt.gca().set_yticklabels([f'${int(y/1e9)}B' for y in plt.gca().get_yticks()])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Scatterplot: Tax Rate vs Gross Gambling Revenue (Excl. Nevada)\n", + "\n", + "df_scatter_no_nevada = df_merged[df_merged['State'] != 'Nevada']\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(data=df_scatter_no_nevada, x='Tax Rate', y='Gross Gambling Revenue', color='red', marker='x')\n", + "\n", + "plt.title(\"Scatterplot: Tax Rate vs Gross Gambling Revenue (Excl. Nevada)\")\n", + "plt.xlabel(\"Tax Rate (%)\")\n", + "plt.ylabel(\"Gross Gambling Revenue (USD)\")\n", + "\n", + "plt.gca().xaxis.set_major_formatter(PercentFormatter(xmax=1))\n", + "plt.gca().set_yticklabels([f'${int(y/1e9)}B' for y in plt.gca().get_yticks()])\n", + "\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "618048bc-d89a-40ef-acc8-3a67399d3d03", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/52/_4ng7h2n79nc2919vnyqx_gr0000gn/T/ipykernel_5845/102124001.py:50: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " plt.gca().set_yticklabels([f'${int(y/1e9)}B' for y in plt.gca().get_yticks()])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Gross Gambling Revenue (2014–2030): Actual vs Projected by Model\n", + "\n", + "\n", + "\n", + "df_merged = pd.merge(df_5, df_gdp, on=['State', 'Year'], how='left')\n", + "df_merged['GGR_to_GDP'] = df_merged['Gross Gambling Revenue'] / df_merged['GDP']\n", + "yearly_totals = df_merged.dropna(subset=['GDP']).groupby('Year')[['Gross Gambling Revenue', 'GDP']].sum()\n", + "X_gdp = yearly_totals['GDP'].values.reshape(-1, 1)\n", + "y_ggr = yearly_totals['Gross Gambling Revenue'].values\n", + "\n", + "\n", + "model = LinearRegression().fit(X_gdp, y_ggr)\n", + "\n", + "y_log_ggr = np.log(y_ggr)\n", + "log_linear_model = LinearRegression().fit(X_gdp, y_log_ggr)\n", + "\n", + "X_quad = np.column_stack((X_gdp, X_gdp**2))\n", + "quad_model = LinearRegression().fit(X_quad, y_ggr)\n", + "\n", + "gdp_2023 = yearly_totals.loc[2023, 'GDP']\n", + "future_years = list(range(2024, 2031))\n", + "gdp_future = [gdp_2023 * (1.05 ** (year - 2023)) for year in future_years]\n", + "gdp_future_array = np.array(gdp_future).reshape(-1, 1)\n", + "\n", + "ggr_linear = model.predict(gdp_future_array)\n", + "ggr_log_linear = np.exp(log_linear_model.predict(gdp_future_array))\n", + "gdp_future_quad = np.column_stack((gdp_future_array, gdp_future_array**2))\n", + "ggr_quadratic = quad_model.predict(gdp_future_quad)\n", + "\n", + "historical_data = yearly_totals[['Gross Gambling Revenue']].reset_index()\n", + "historical_data.columns = ['Year', 'GGR']\n", + "historical_data['Model'] = 'Actual'\n", + "\n", + "projection_data = pd.DataFrame({\n", + " 'Year': future_years * 3,\n", + " 'GGR': np.concatenate([ggr_linear, ggr_log_linear, ggr_quadratic]),\n", + " 'Model': ['Linear Model'] * len(future_years) +\n", + " ['Log-Linear Model'] * len(future_years) +\n", + " ['Quadratic Model'] * len(future_years)\n", + "})\n", + "\n", + "full_plot_data = pd.concat([historical_data, projection_data], ignore_index=True)\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "sns.lineplot(data=full_plot_data, x='Year', y='GGR', hue='Model', marker='o')\n", + "plt.title(\"Gross Gambling Revenue (2014–2030): Actual vs Projected\")\n", + "plt.ylabel(\"Gross Gambling Revenue (Billions USD)\")\n", + "plt.xlabel(\"Year\")\n", + "\n", + "plt.gca().set_yticklabels([f'${int(y/1e9)}B' for y in plt.gca().get_yticks()])\n", + "\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c6c1d266-2a48-4f8e-9c14-da070e13bbf4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/52/_4ng7h2n79nc2919vnyqx_gr0000gn/T/ipykernel_5845/438101819.py:82: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels([f'${int(y/1e9)}B' for y in ax.get_yticks()])\n", + "/var/folders/52/_4ng7h2n79nc2919vnyqx_gr0000gn/T/ipykernel_5845/438101819.py:82: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels([f'${int(y/1e9)}B' for y in ax.get_yticks()])\n", + "/var/folders/52/_4ng7h2n79nc2919vnyqx_gr0000gn/T/ipykernel_5845/438101819.py:82: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels([f'${int(y/1e9)}B' for y in ax.get_yticks()])\n", + "/var/folders/52/_4ng7h2n79nc2919vnyqx_gr0000gn/T/ipykernel_5845/438101819.py:82: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_yticklabels([f'${int(y/1e9)}B' for y in ax.get_yticks()])\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Regional Gross Gambling Revenue: Actual vs Projected (2014–2030)\n", + "\n", + "file_path = \"/Users/kieransantos/Downloads/Casino Revenue_Tax Revenue_GDP by state (6).xlsx\" \n", + "excel_data = pd.ExcelFile(file_path)\n", + "\n", + "df_main = excel_data.parse('2014-2023')\n", + "df_gdp = excel_data.parse('gdp')\n", + "\n", + "df_merged = pd.merge(df_main, df_gdp, on=['State', 'Year'], how='left')\n", + "df_merged['GGR_to_GDP'] = df_merged['Gross Gambling Revenue'] / df_merged['GDP']\n", + "\n", + "\n", + "\n", + "if 'Region' not in df_merged.columns:\n", + " df_merged['Region'] = 'Unknown'\n", + "\n", + "region_year_totals = df_merged.groupby(['Region', 'Year'])[['Gross Gambling Revenue', 'GDP']].sum().reset_index()\n", + "\n", + "region_plots = {}\n", + "future_years = list(range(2024, 2031))\n", + "\n", + "for region in region_year_totals['Region'].unique():\n", + " df_region = region_year_totals[region_year_totals['Region'] == region].copy()\n", + " X = df_region['GDP'].values.reshape(-1, 1)\n", + " y = df_region['Gross Gambling Revenue'].values\n", + "\n", + " linear_model = LinearRegression().fit(X, y)\n", + " linear_pred = linear_model.predict(X)\n", + "\n", + " log_y = np.log(y)\n", + " log_linear_model = LinearRegression().fit(X, log_y)\n", + " log_linear_pred = np.exp(log_linear_model.predict(X))\n", + "\n", + " X_quad = np.column_stack((X, X**2))\n", + " quad_model = LinearRegression().fit(X_quad, y)\n", + " quad_pred = quad_model.predict(X_quad)\n", + "\n", + " last_gdp = df_region[df_region['Year'] == 2023]['GDP'].values[0]\n", + " gdp_proj = [last_gdp * (1.05 ** (i + 1)) for i in range(len(future_years))]\n", + " X_proj = np.array(gdp_proj).reshape(-1, 1)\n", + " X_proj_quad = np.column_stack((X_proj, X_proj**2))\n", + "\n", + " proj_df = pd.DataFrame({\n", + " 'Year': future_years,\n", + " 'Linear': linear_model.predict(X_proj),\n", + " 'Log-Linear': np.exp(log_linear_model.predict(X_proj)),\n", + " 'Quadratic': quad_model.predict(X_proj_quad)\n", + " })\n", + "\n", + " actual_df = df_region[['Year']].copy()\n", + " actual_df['Actual'] = y\n", + " actual_df['Linear'] = linear_pred\n", + " actual_df['Log-Linear'] = log_linear_pred\n", + " actual_df['Quadratic'] = quad_pred\n", + "\n", + " combined_df = pd.concat([actual_df, proj_df], ignore_index=True)\n", + " combined_df['Region'] = region\n", + " region_plots[region] = combined_df\n", + "\n", + "fig, axes = plt.subplots(2, 2, figsize=(18, 12), sharex=True, sharey=True)\n", + "axes = axes.flatten()\n", + "\n", + "for i, (region, data) in enumerate(region_plots.items()):\n", + " ax = axes[i]\n", + " sns.lineplot(data=data, x='Year', y='Actual', ax=ax, label='Actual', color='black', marker='o')\n", + " sns.lineplot(data=data, x='Year', y='Linear', ax=ax, label='Linear', linestyle='--', color='blue', marker='o')\n", + " sns.lineplot(data=data, x='Year', y='Log-Linear', ax=ax, label='Log-Linear', linestyle='--', color='orange', marker='o')\n", + " sns.lineplot(data=data, x='Year', y='Quadratic', ax=ax, label='Quadratic', linestyle='--', color='green', marker='o')\n", + " ax.set_title(f\"GGR Projection for {region}\")\n", + " ax.set_ylabel(\"Gross Gambling Revenue (Billions USD)\")\n", + " ax.set_xlabel(\"Year\")\n", + " ax.set_yticklabels([f'${int(y/1e9)}B' for y in ax.get_yticks()])\n", + " ax.grid(True)\n", + "\n", + "plt.suptitle(\"Regional Gross Gambling Revenue: Actual vs Projected (2014–2030)\", fontsize=16)\n", + "plt.tight_layout(rect=[0, 0.03, 1, 0.97])\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Final Project/README.md b/Final Project/README.md new file mode 100644 index 0000000..49ebe6f --- /dev/null +++ b/Final Project/README.md @@ -0,0 +1,112 @@ + +# In the Black: An Exploration into Gambling Revenue, Taxes, and Economic Impact +![image](premium_photo-1698525809613-c6eb1c25bc0f.jpeg) + +# Liam Riener and Kieran Santos +# Dickinson College Data Analytics + +## 📑 Table of Contents + +- [Introduction](#-introduction) +- [Data Collection](#-data-collection) +- [Data Analysis](#-data-analysis) + - [Key Observations](#key-observations) + - [Correlation Findings](#correlation-findings) +- [Modeling the Future](#-modeling-the-future) + - [Model Architecture](#model-architecture) +- [Insights & Policy Recommendations](#-insights--policy-recommendations) +- [Societal Implications](#-societal-implications) +- [Future Work](#-future-work) +- [Works Cited](#-works-cited) + +--- + +## 📘 Introduction + +Large-scale American commercial gambling began in Las Vegas, Nevada in 1931. Gambling has long been linked to data science as operators try to make money while providing the illusion of equal chance while gamblers try to beat the house and win big. +In 2018, the Supreme Court struck down a set of gambling laws, allowing states to legalize sports gambling. 12 of the 36 states with legal commercial gaming operations started in 2018 or later. Commercial gambling operations across the US have since scrambled to maximize profit while governments tax this expanding industry to fund public goods and services. +This project finds correlations and insights in data on gambling legalization, tax rates, revenue, and total GDP to inform policymakers on the impacts of various tax rates and legalization in different economic environments to see how states can tax the industry without losing business. We also model the future of American commercial gambling. +GDP and gambling revenue both increased dramatically between 2014 and 2023. Within those trends, tax rates, year of legalization, and Gross Gambling Revenue as a percentage of GDP are all very loosely correlated with each other, although the gambling industry is relatively larger in states with smaller economies than in states with larger economies. Nevada was established as an outlier with the earliest legalization by 45 years and an especially gambling-centric economy. +Our model projected three alternate futures. One, a linear model, projected slow, but stable growth through 2030. Another, the log-linear model, was somewhat linear with a logarithmic component, projecting accelerated growth in line with the overall trend of state legalization and revenue growth since 2014. Our final quadratic model projected exponential growth based on the slew of legalization and revenue following the 2018 SCOTUS decision. In this model, the projected 2030 nationwide gross gambling revenue is triple that of 2014. + + +--- + +## 📊 Data Collection + +- **GDP Data**: U.S. Bureau of Economic Analysis (2016–2025), data from 2014-23 +- **Gambling Data**: American Gaming Association “State of the States” reports (2015–2024), data from 2014-23 + +GDP data was taken from yearly reports from the US Bureau of Economic Analysis. Gambling revenue, tax, and legalization data was taken from yearly “State of the States” reports from the American gaming association. These yearly reports were combined into their two respective datasets before being merged together on the state and year of the data to create one dataset with ten years (2014-2023) of data with gambling revenue, taxes, and GDP from every state where commercial gambling was legal by the year. + + +--- + +## 🔎 Data Analysis + +### Key Observations + +We found insights within variables and used a correlation coefficient to determine weak, strong, or neutral relationships between the variables. Gambling makes an average of 0.66% of GDP in states where commercial gambling is legal, 7% of GDP in Nevada, almost 2% of GDP in Mississippi. Nevada excluded from further data analysis and tests b/c of outlier status in legalization year and revenue. + +### Correlation Findings + +Only one strong correlation between variables exists. The weakest five correlations are made roughly three times as strong with Nevada included, but one instance shouldn't have that large of an impact on correlation, and therefore is excluded. + +| Variables | Correlation | +|-------------------------------------|-------------| +| GGR and GDP (YoY increase) | **0.84** | +| Tax Rate and GDP | 0.13 | +| Tax Rate and GGR | -0.10 | +| Tax Rate and Legalization Year | 0.10 | +| Tax Rate and Year of Data | -0.10 | +| GDP and Legalization Year | 0.12 | +| GDP and GGR as % of GDP | -0.19 | + +--- + +## 🔮 Modeling the Future + +### Model Architecture + +Due to weak correlations between most variables, we projected gambling revenue with based on a **5% yearly GDP increase**, using: + +1. **Linear Model** + `GGR = 5.17B + 0.0036 × GDP` + +2. **Log-Linear Model** + `log(GGR) = 23.71 + 7.20 × 10⁻¹⁴ × GDP` + +3. **Quadratic Model** + `GGR = 79B − 0.00929 × GDP + 5.32 × 10⁻¹⁶ × GDP²` + +![image](gambleModel.jpg) + + +> 🔮 The quadratic model projects **tripled national gambling revenue by 2030**, compared to 2014. Continued lack of regulation, CA & TX legalize? +> The linear model projects modest growth, assumes 2018-23 legalization spree will fade and regulation will impede online gambling boom. +> The log-linear model projects a mix between the two models, projecting a continuation of accelerated growth and some caution. +> No model projects downturn in gambling. Public and government reaction to gambling revenue growth is unknown, may result in downturn. + +--- + +## 💡 Insights & Policy Recommendations + +>Tax rates don’t seem to affect revenue, meaning governments can tax the gambling industry without creating a poor business environment. The size of the state doesn’t impact legalization chances, although weak negative correlation between GDP, GGR as a % of GDP indicates smaller states are more likely to have gambling play a larger role in the economy as a whole. There is a strong correlation between GGR increase year over year and GDP increase year over year (dip in both from COVID in 2020) indicates connection between industry futures and broad economic futures. +--- + +## ⚖️ Societal Implications + +>Public services funded by gambling raise moral questions about the source of that money. Through Legalization and as gambling becomes more accessible (especially online), may normalize gambling, especially among youth, increasing addiction risks. The tax rate not affecting revenue means industry is lucrative. It’s easy for people to become addicted, regulation is needed. Newer states can learn from early adopters like Nevada about the long-term impacts of different tax rates and regulatory models. There’s an opportunity for cross-state learning to design more sustainable, ethical policies. +--- + +## 🔭 Future Work + +>We can expand on national level work to create a model with projections for regions within the US as well as states with legalized online gambling but no casinos. We can model other variables despite weak correlations. We can compare the U.S. model with other countries with different laws and regulations to evaluate how regulation and taxation affect gambling behavior and revenue. Finally, we can analyze user data from online platforms to understand who gambles the most, when, and how much, particularly from post-legalization of sports betting. + +--- + +## 📚 Works Cited + +- “Gross Domestic Product by State and Personal Income by State, 4th Quarter 2014–2023 and Preliminary 2015–24.” *U.S. Bureau of Economic Analysis*, 2016–2025. +- “State of the States 2015–2024: The AGA Analysis of the Commercial Casino Industry.” *American Gaming Association*, 2015–2024. +- Chat-GPT 4o was used to help with coding, formatting of text in readME file. 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