Consumer Spending in the United States increased to 16445.70 USD Billion in the second quarter of 2025 from 16345.80 USD Billion in the first quarter of 2025. This dataset provides the latest reported value for - United States Consumer Spending - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

The global total consumer spending in was forecast to continuously increase between 2024 and 2029 by in total **** trillion U.S. dollars (+***** percent). After the ninth consecutive increasing year, the consumer spending is estimated to reach **** trillion U.S. dollars and therefore a new peak in 2029. Consumer spending here refers to the domestic demand of private households and non-profit institutions serving households (NPISHs). Spending by corporations and the state is not included. The forecast has been adjusted for the expected impact of COVID-19.Consumer spending is the biggest component of the gross domestic product as computed on an expenditure basis in the context of national accounts. The other components in this approach are consumption expenditure of the state, gross domestic investment as well as the net exports of goods and services. Consumer spending is broken down according to the United Nations' Classification of Individual Consumption By Purpose (COICOP). As not all countries and regions report data in a harmonized way, all data shown here has been processed by Statista to allow the greatest level of comparability possible. The underlying input data are usually household budget surveys conducted by government agencies that track spending of selected households over a given period.The data is shown in nominal terms which means that monetary data is valued at prices of the respective year and has not been adjusted for inflation. For future years the price level has been projected as well. The data has been converted from local currencies to US$ using the average exchange rate of the respective year. For forecast years, the exchange rate has been projected as well. The timelines therefore incorporate currency effects.Find more key insights for the total consumer spending in countries like North America and Europe.

The global total consumer spending on clothing and footwear in was forecast to continuously increase between 2024 and 2029 by in total ***** billion U.S. dollars (+***** percent). After the ninth consecutive increasing year, the fashion-related spending is estimated to reach *** trillion U.S. dollars and therefore a new peak in 2029. Consumer spending, in this case footwear-related spending, refers to the domestic demand of private households and non-profit institutions serving households (NPISHs). Spending by corporations and the state is not included. The forecast has been adjusted for the expected impact of COVID-19.Consumer spending is the biggest component of the gross domestic product as computed on an expenditure basis in the context of national accounts. The other components in this approach are consumption expenditure of the state, gross domestic investment as well as the net exports of goods and services. Consumer spending is broken down according to the United Nations' Classification of Individual Consumption By Purpose (COICOP). The shown data adheres broadly to group **. As not all countries and regions report data in a harmonized way, all data shown here has been processed by Statista to allow the greatest level of comparability possible. The underlying input data are usually household budget surveys conducted by government agencies that track spending of selected households over a given period.The data is shown in nominal terms which means that monetary data is valued at prices of the respective year and has not been adjusted for inflation. For future years the price level has been projected as well. The data has been converted from local currencies to US$ using the average exchange rate of the respective year. For forecast years, the exchange rate has been projected as well. The timelines therefore incorporate currency effects.Find more key insights for the total consumer spending on clothing and footwear in countries like North America and Australia & Oceania.

Ever wonder what people in the US spend their money on? Now you can see where it all went from 1997-2019.

The data describes various categories of spending by US region, state and county.

Here's a notebook that goes over the basics of the data -> https://www.kaggle.com/davidbroberts/us-personal-expenditures-1997-2019

Take a look at some of my other economics datasets:

US Quarterly Income 1948 - 2020 -> https://www.kaggle.com/davidbroberts/us-quarterly-personal-income-1948-2020 US Economic Profile by County 1969 - 2020 -> https://www.kaggle.com/davidbroberts/us-economic-profile-by-county US Gross Domestic Product by State 1997-2020 -> https://www.kaggle.com/davidbroberts/us-gdp-by-state-19972020

Inspiration

My empty bank account inspired me to think about this .. and ponder where it all went over the years :)

• Thanks https://unsplash.com/@sharonmccutcheon for the splash pic.

In 2024, convenience was the leading reason to spend more money online during Cyber Week than in the previous year. Prices being lower online was the second most common reason for U.S. Cyber Week shoppers.

From the website: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DHMZOW

The world has become much more peaceful, and yet, even after adjusting for inflation, global military spending is now three times greater than at the height of the Cold War. These developments have motivated a renewed interest from both policy makers and scholars about the drivers of military spending and the implications that follow. Existing findings on the relationship between threat and arming and arms races and war hinge on the completeness and accuracy of existing military spending data. Moreover, data on military spending is used to measure important concepts from international relations such as the distribution of power, balancing, the severity of states’ military burdens, and arms races. Everything we know about which states are most powerful, whether nations are balancing, and whether military burdens and arms races are growing more or less severe rests on the accuracy of existing military spending estimates.

Data is plural description: Global military spending. How much money has each country spent, each year, on its military? Different datasets have different answers, cover different timeframes, and use different methodologies. Miriam Barnum et al.’s Global Military Spending Dataset attempts to bring them together. By uniting “76 variables from 9 dataset collection projects,” the authors write, “we provide the most comprehensive and complete set of published datasets on military spending ever assembled.” Each of the variables represents one source/methodology, and each observation is a country-year. “Disagreement on the actual expenditure value for a given country-year is common, even between datasets produced by the same project,” they find. Previously: The Stockholm International Peace Research Institute’s Military Expenditure Database (DIP 2017.03.29), one of the sources.

Media and entertainment spending patterns in the United States reveal intriguing age-related disparities. A late-2024 study found that Americans spent an average of ***** U.S. dollars annually on digital media and entertainment, a slight decrease from two years prior. Notably, consumers aged 35 to 54 outspent other age groups, allocating ***** U.S. dollars per year to digital media consumption. Generational differences in media spending The rise of digital platforms has transformed how different age groups consume media. While ** percent of the general population spent less than 1,000 U.S. dollars on media and entertainment annually, this figure rose to ** percent for those aged 55 and older. Interestingly, it is not the youngest age group that was ready to spend more on media subscriptions, services and products, but millennials - their annual expenses were more likely to reach up to ***** U.S. dollars. This disparity suggests that younger and older generations may be more frugal with their entertainment choices. Consumption follows similar age patterns The spending behavior is a direct result of how different generations consume media. Data on time spent with media types in the United States clearly suggest that millennials favor the more expensive ones - they devote more of their weekly hours to TV connected devices and video on a computer, as well as apps on tablets and internet on a computer. These media are the ones hosting the majority of subscription services - hence the increased spending outcomes. Younger and older generations in this case seem to spend more of their time with free entertainment sources.

IT spending worldwide is projected to reach over *** trillion U.S. dollars in 2025, over a **** percent increase on 2024 spending. Smaller companies spending a greater share on hardware According to the results of a survey, hardware projects account for a fifth of IT budgets across North America and Europe. Larger companies tend to allocate a smaller share of their budget to hardware projects. Companies employing between one and ** people allocated ** percent of the budget to hardware, compared with ** percent in companies of ************* people or more. This could be explained by the greater need to spend money on managed services in larger companies. Not all companies can reduce their spending While COVID-19 has the overall effect of reducing IT spending, not all companies will face the same experiences. Setting up employees to comfortably work from home can result in unexpected costs, as can adapting to new operational requirements. In a recent survey of IT buyers, ** percent of the respondents said they expected their IT budgets to increase in 2020. For further information about the coronavirus (COVID-19) pandemic, please visit our dedicated Facts and Figures page.

Analyze the marketing spending.

1- Overall ROMI 2- ROMI by campaigns 3- Performance of the campaign depending on the date - on which date did we spend the most money on advertising, when we got the biggest revenue when conversion rates were high and low? What were the average order values? 4- When buyers are more active? What is the average revenue on weekdays and weekends? 5- Which types of campaigns work best - social, banner, influencer, or a search? 6- Which geo locations are better for targeting - tier 1 or tier 2 cities?

Column. Description Date date of spending of the marketing budget Campaign name description of campaign Category type of marketing source Campaign id unique identifier Impressions number of times the ad has been shown Mark. budget money spent on this campaign on this day Clicks how many people clicked on a banner (=visited website) Leads how many people signed up and left their credentials Orders how many people paid for the product Revenue how much money we earned

Clicks, Leads, orders, and revenue are calculated for a specific marketing campaign on a specific date. E.g. For the “facebook_tier1” marketing campaign on the 1st of February, we spent INR 7,307.37, got 148,263 impressions that converted to 1,210 clicks that in turn converted to 13 leads and 1 order. We earned INR 4,981.

This data reflects some facts about what happened - how much we spent, how much we earned, how customers behaved (who clicked on the ad banner, who signed up, who paid). Now we need to calculate marketing metrics that would help us evaluate if we did a good job or not and also identify some parameters of the campaign that would be important for analysis. What are these metrics:

• Return on marketing investment (ROMI)
• Cost per click (CPC)
• Cost per lead (CPL)
• Customer acquisition cost (CAC)
• Average order value (AOV)
• Conversion rate 1
• Conversion rate 2

These metrics are actionable and allow us not only to analyze but to make decisions and act to improve the business result.

Let’s dive deeper.

ROMI return on marketing investments, how effective is marketing
campaign, one metric that shows effectiveness of every rupee spent. It is calculated ( Total earning (Revenue) - Marketing cost ) / Marketing cost )

Click-through rate(CTR). percentage of people who clicked at banner (Clicks/ Impressions)

Conversion 1 conversion from visitors to leads for this campaign (Leads/Click)

Conversion 2 conversion rate from leads to sales (Orders/Leads)

Average order value (AOV) Average order value for this campaign (Revenue/Number of Orders)

Cost per click (CPC) how much does it cost us to attract 1 click (on average) (Marketing spending/Clicks)

Cost per lead (CPL) how much does it cost us to attract 1 lead (on average) (Marketing spending/Leads)

Customer acquisition cost (CAC) -- how much does it cost us to attract 1 order (on average) (marketing spend/ orders) Gross profit Profit or loss after deducting marketing cost (Revenue-Marketing spending)

ROMI is the most important metric and it is used as the ultimate way to evaluate if the campaign is good or bad.

You can use this article to know more about marketing metrics. https://www.owox.com/blog/articles/digital-marketing-metrics-and-kpis/

"The Global Film Camera Market Size 2023 will be $277.91 USD Million and will reach to USD 387.27 Million by 2030, growing a CAGR of 5.2 % during the forecast period."

35mm Film Cameras Market Revenue will reach $117.50 Million by 2029.
Personal Use Revenue in Film Camera Market is anticipated to reach USD 64.52 Million in 2029.
Direct Channel Revenue in Film Camera Market is forecasted to reach USD 199.76 Million in 2029.
North America Film Camera Market size is expected to reach USD 97.91 Million in 2029.

Current Market Scenario of Film or Cinema Cameras,

Our study shares detailed insights about the market-driving factors, growth restraints, the market's growth opportunities, and COVID's impact as well as recovery Analysis.

What is Contributing to the Growth of the Film Camera Industry?

Rising Disposable Income is contributing to the sales revenue increase of Cameras!

According to the reports, disposable income also called disposable personal income (DPI), is the measure of cash that family units have accessible for spending and sparing after annual duties have been represented. With the ongoing monetary development of the nation, the per capita extra cash of shoppers has expanded, because of which buyers can spend more cash on great different items at retail outlets. This favors the growth of the film camera market. Consumer spending is one of the most significant determinants of interest; it makes the interest that keeps organizations beneficial and employing new products. Consumer spending makes up practically 70% of the all-out United States (GDP). In 2019, that was $13.28 trillion. U.S. average disposable income comes out to $3,258 per individual every month, which is about a 6th higher than Canada’s. As a result of increasing personal disposable income, many people are ready to spend money on different products such as film cameras.

Source Link: https://www.investopedia.com/ask/answers/042315/what-impact-does-disposable-income-have-stock-market.asp

Despite the widespread usage of digital cameras, many individuals still use film cameras, and film enthusiasts are still active nowadays. In spite of continual advancements in digital photography technology, analog film cameras continue to be a popular tool for many people. Indeed, the film has experienced a revival in popularity among a number of people.

Several gadget-obsessed millennials are now abandoning their cell phones and digital cameras in favor of traditional film cameras. This boosts the film camera market's adoption rate.

Film cameras are also being used as a fashion tool by several consumers, including millennial girls and women, for self-expression, thereby constituting the demand for film cameras. These film cameras provide instant pictures, with several filters.

Therefore, the rising disposable income is propelling the growth of the market, in the estimated forecast period.

Restraints for Film Camera Market Availability of several substitutes of Film Cameras (Access Detailed Analysis in the Full Report Version)

Opportunities for Film Camera Market The wide availability of film cameras on various e-commerce platforms (Access Detailed Analysis in the Full Report Version) What is Film Camera?

Film cameras employ photographic film, which is normally plastic covered with a light-sensitive emulsion and generates a latent picture when exposed to light. It is a totally light-tight plastic or metal housing that protects the light-sensitive film. The film is then exposed to a chemical process called film development, which produces visible pictures. Most film cameras contain a viewfinder so users can see how the shot will turn out, a xenon flash bulb that adds enough extra light energy to activate the film even in low light, and a self-timer function so users could shoot selfies without the assistance of others.

There are numerous different kinds of film cameras are available in the market which include 35mm cameras, medium format cameras, large format cameras, instant film cameras, and others.

It can be used for personal. commercial, industrial, and military use. The rising disposable income, availability of several film cameras on numerous e commerce platforms, and rising tourism industry drive the growth of the film camera market growth.

Homeware Market size was valued at USD 125.11 Billion in 2023 and is projected to reach USD 221.7 Billion by 2030, growing at a CAGR of 7.6% during the forecasted period 2024 to 2030.

Global Homeware Market Drivers

The market drivers for the Homeware Market can be influenced by various factors. These may include:

Increasing Urbanisation: Due to the fact that people who live in cities frequently look for fashionable and useful objects for their homes, the global trend of urbanisation has increased demand for homeware products.

Increasing Net Worth: Consumer expenditure on home décor and furnishings has increased as a result of rising disposable income in many areas. To improve their living environments, consumers are more likely to spend money on high-quality home goods.

Changing Lifestyles of Consumers: Comfort, convenience, and aesthetics-focused homeware products are in high demand due to shifting consumer lifestyles, which include a focus on home entertainment and remote work.

Growth of E-Commerce: A large selection of homeware products are now easier to access thanks to the growth of e-commerce platforms. Online shoppers benefit from ease of use as well as a wide range of goods from different manufacturers and designers.

The Home Improvement Trend: Interest in home renovation projects has grown as a result of people spending more time at home, particularly in light of recent events like the COVID-19 outbreak. To make their homes more aesthetically beautiful and practical, consumers are spending money on home furnishings.

Budgeting App Market Outlook

According to our latest research, the global budgeting app market size reached USD 1.92 billion in 2024, demonstrating robust momentum driven by digital transformation in personal and enterprise finance management. The market is expected to expand at a CAGR of 13.4% from 2025 to 2033, reaching a forecasted value of USD 5.78 billion by 2033. This impressive growth is fueled by increasing smartphone penetration, rising demand for automated financial solutions, and the growing need for real-time budget tracking across both individual and business segments.

One of the primary growth drivers for the budgeting app market is the widespread adoption of smartphones and mobile internet globally. As consumers and businesses alike become more digitally savvy, the demand for intuitive, user-friendly budgeting tools has surged. The proliferation of mobile devices has made it easier than ever for users to access financial data on the go, manage expenses in real time, and make informed budgeting decisions. Additionally, the integration of artificial intelligence and machine learning into budgeting apps has enhanced their ability to provide personalized recommendations, predictive analytics, and automated categorization of expenses, further boosting their appeal among tech-savvy users.

Another significant factor propelling market growth is the increasing emphasis on financial literacy and personal finance management. Economic uncertainties, inflationary pressures, and rising consumer debt levels have heightened awareness around prudent financial planning. Budgeting apps are now seen as essential tools for individuals, families, and businesses to monitor income, control spending, and achieve financial goals. The ease of syncing with bank accounts, tracking multiple income streams, and setting alerts for bill payments or overspending has made these apps indispensable for a wide range of users. Moreover, the COVID-19 pandemic accelerated the shift towards digital financial solutions, as lockdowns and remote work arrangements underscored the importance of managing finances online.

From an enterprise perspective, the budgeting app market is witnessing increasing adoption among small and medium enterprises (SMEs) and large corporations. Businesses are leveraging advanced budgeting solutions to optimize cash flow, streamline expense management, and ensure regulatory compliance. The availability of cloud-based deployment models has further lowered the entry barrier for organizations, enabling them to access sophisticated budgeting tools without significant upfront investment in IT infrastructure. Furthermore, the integration of budgeting apps with other enterprise resource planning (ERP) and accounting systems is driving operational efficiencies and supporting data-driven decision-making across organizations.

In the realm of personal finance, the advent of Personal Finance Software has revolutionized the way individuals manage their money. These software solutions offer a comprehensive suite of tools designed to help users track their spending, set financial goals, and gain insights into their financial health. By providing features such as automated transaction categorization, budget forecasting, and investment tracking, Personal Finance Software empowers users to make informed financial decisions. As the demand for digital financial management tools continues to grow, these software solutions are becoming indispensable for individuals seeking to enhance their financial literacy and achieve long-term financial stability.

Regionally, North America continues to dominate the budgeting app market, accounting for the largest share in 2024. This is attributed to the high level of digitalization, widespread use of mobile banking, and the presence of leading technology providers in the region. However, Asia Pacific is emerging as the fastest-growing market, driven by rapid urbanization, increasing smartphone adoption, and a burgeoning middle class seeking better financial management tools. Europe and Latin America are also experiencing steady growth, supported by rising consumer awareness and favorable regulatory environments promoting fintech innovation.

Adults in the United States planned on spending an average of almost 92 U.S. dollars on Super Bowl Sunday in 2025, with food and beverage purchases being the most common among those planning on watching the game. NFL fans spend billions The fact that American football and the NFL (National Football League) are a big deal in the United States is not a surprising statement to anyone. To cement this fact, one needs only look at the annual sales generated by the Super Bowl. Total planned Super Bowl spending in the United States was estimated to be almost 19 billion U.S. dollars in 2025. Compared to just the year before, total spending was expected to increase by nearly one billion U.S. dollars. Gambling in the United States The Super Bowl also attracts interest from those wishing to make some money – sportsbooks in the state of Nevada took over 150 million U.S. dollars in Super Bowl wagers in 2025. Until recently, Nevada was the only state to permit a wide variety of legal sports betting, but the Supreme Court overturned a federal law in 2018, and sports betting is now legal in many states.

Context

You get many visitors to your website every day, but you know only a small percentage of them are likely to buy from you, while most will perhaps not even return. Right now you may be spending money to re-market to everyone, but perhaps we could use machine learning to identify the most valuable prospects?

Content

This data set represents a day's worth of visit to a fictional website. Each row represents a unique customer, identified by their unique UserID. The columns represent feature of the users visit (such as the device they were using) and things the user did on the website in that day. These features will be different for every website, but in this data a few of the features we consider are: - basket_add_detail: Did the customer add a product to their shopping basket from the product detail page? - sign_in: Did the customer sign in to the website? - saw_homepage: Did the customer visit the website's homepage? - returning_user: Is this visitor new, or returning?

In this data set we also have a feature showing whether the customer placed an order (ordered), which is what we predict on.

Survey of Household Spending (SHS), average household spending, Canada, regions and provinces.

Glassware And Drinkware Market size was valued at USD 18.00 Billion in 2023 and is projected to reach USD 27.05 Billion by 2030, growing at a CAGR of 6.1% during the forecast period 2024-2030.

Global Glassware And Drinkware Market Drivers

The market drivers for the Glassware And Drinkware Market can be influenced by various factors. These may include:

Shifting Customer Tastes: Customer preferences are a major factor in the glassware market's development. Demand for creative and fashionable drinkware is driven by trends including a growing interest in premium and artisanal beverages and a preference for aesthetically beautiful glassware. Trends in Lifestyle: Lifestyle changes have led to a greater emphasis on dining and entertaining at home, especially in urban areas. To improve the display of their drinks and make drinking more pleasurable overall, consumers are spending more money on high-quality glasses. Growth in the Culture of Eating Out: The demand for glassware is mostly driven by the expansion of the restaurant and hospitality industries. Glassware usage in restaurants and cafés is rising in tandem with the number of patrons who order drinks there or eat out. Increase in Craft and Premium Beverages: The popularity of specialty cocktails, wine, craft beer, and other premium and craft beverages has increased demand for glassware that is specifically made to improve the sensory experience of these drinks. Customers are prepared to spend money on particular kinds of glasses for various drinks. Design and Innovation: Market expansion may be fueled by innovations in glassware design, materials, and production processes. Designs that are both distinctive and useful and combine fashion and utility are likely to catch the interest of customers. Financial Elements: Spending on luxury glassware and other non-essential things has increased due to economic development and rising disposable incomes. Consumer purchasing power can be positively impacted by economic growth in different places. Growth of E-Commerce: Customers can now more easily acquire a large variety of glassware products thanks to the expansion of e-commerce platforms. Glassware makers can now access a worldwide audience through online sales and marketing tactics. Environmental and Health Awareness: Using recyclable and environmentally friendly materials to make glassware is becoming more popular as people become more conscious of environmental and health issues. Products that are in line with consumers' sustainability beliefs are more likely to be chosen by them. Trends in Gifts and Décor: Glassware is a common choice for gifts, particularly during the holidays and other special events. The demand for glassware that is aesthetically beautiful is also influenced by trends in home décor. Cultural Influences with Globalisation: Diverse drinking preferences and habits are a result of globalisation and cultural interchange. This diversity may result in a need for a range of designs and kinds of glassware.

Party Foil Balloons Market Outlook

The global party foil balloons market size was valued at $1.5 billion in 2023 and is projected to reach $2.3 billion by 2032, growing at a CAGR of 4.8% during the forecast period. This growth is fueled by increasing consumer spending on celebrations and the rising popularity of themed events and personalized decorations.

One of the primary growth factors of the party foil balloons market is the rising disposable income of consumers worldwide, which has led to increased spending on parties and celebrations. As people have more money to spend, they are more likely to invest in high-quality, visually appealing decorations like foil balloons to enhance their events. Additionally, the growing trend of lavish celebrations, including birthdays, weddings, and corporate events, has further boosted the demand for decorative items, including foil balloons.

Technological advancements in balloon manufacturing have also played a crucial role in the market's growth. Modern foil balloons are now more durable, come in a wider variety of shapes and sizes, and can be customized with intricate designs and logos. This has made them a popular choice not only for personal events but also for corporate promotions and advertisements. The ability to produce custom foil balloons with precision and high-quality graphics has opened new avenues for market growth.

The increasing influence of social media and the rise of the 'Instagrammable' moment have significantly contributed to the demand for aesthetically pleasing party decorations. People are increasingly seeking unique and eye-catching decorations to post on social media, which has driven the popularity of specialty and custom foil balloons. Social media platforms have become a significant driver for trends in party decorations, leading to more creative and innovative uses of foil balloons.

Decorative Mylar Balloons have become an integral part of party planning, offering a blend of elegance and versatility that appeals to both personal and corporate events. These balloons, known for their shiny, metallic finish, provide a sophisticated touch to any celebration, making them a popular choice for those looking to create a memorable atmosphere. The unique properties of Mylar, including its ability to hold helium longer than latex, ensure that these balloons remain afloat and vibrant throughout the duration of an event. This durability, combined with the wide range of available designs and colors, allows for endless customization options, catering to diverse themes and preferences. As the trend of personalized and themed parties continues to grow, Decorative Mylar Balloons are set to play a significant role in the evolution of party decorations, offering both aesthetic appeal and practical benefits.

From a regional perspective, North America and Europe currently dominate the party foil balloons market, driven by the high disposable income of consumers and the popularity of elaborate celebrations. However, the Asia Pacific region is expected to witness the highest growth rate during the forecast period. The growing middle-class population, increasing urbanization, and rising consumer spending on celebrations and decorations are key factors contributing to the market's growth in this region.

Product Type Analysis

The party foil balloons market is segmented based on product type into standard foil balloons, specialty foil balloons, and custom foil balloons. Standard foil balloons, often seen at various celebrations, remain a staple in the market due to their affordability and wide availability. They are typically simple in design and come in various colors and basic shapes, making them a popular choice for general party decorations. The mass production of standard foil balloons allows for economies of scale, making them accessible to a broader audience.

Specialty foil balloons, on the other hand, cater to niche markets and are designed with unique themes and intricate designs. These balloons are often used for specific occasions such as holidays, character-themed parties, and other special events. The demand for specialty balloons is driven by consumers' desire to create a memorable and distinctive atmosphere at their events. These balloons often feature popular characters from movies, TV shows, and other media, appealing especially to children and fans.

Custom foil balloons

Context

This is a dataset that consists of my monthly income and expenses. I've been tracking my finances for 4 months till now and I'll update it whenever I finish the consecutive months.

Content

There are categories and notes on which I've gained or spent my money on.

Inspiration

I've started to collect my own financial data to one day find what I've been wasting a lot of my money for. I'm sure I'll find it and hopefully learn from my mistakes.

This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

Should You Buy G Right Now?

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

Graph and download economic data for Personal Saving Rate (PSAVERT) from Jan 1959 to Aug 2025 about savings, personal, rate, and USA.