Connect with us

Bitcoin

Data Mining and Financial Data Analysis

Published

on

Introduction:

Most marketers understand the value of collecting financial data, but also realize the challenges of leveraging this knowledge to create intelligent, proactive pathways back to the customer. Data mining – technologies and techniques for recognizing and tracking patterns within data – helps businesses sift through layers of seemingly unrelated data for meaningful relationships, where they can anticipate, rather than simply react to, customer needs as well as financial need. In this accessible introduction, we provides a business and technological overview of data mining and outlines how, along with sound business processes and complementary technologies, data mining can reinforce and redefine for financial analysis.

Objective:

1. The main objective of mining techniques is to discuss how customized data mining tools should be developed for financial data analysis.

2. Usage pattern, in terms of the purpose can be categories as per the need for financial analysis.

3. Develop a tool for financial analysis through data mining techniques.

Data mining:

Data mining is the procedure for extracting or mining knowledge for the large quantity of data or we can say data mining is “knowledge mining for data” or also we can say Knowledge Discovery in Database (KDD). Means data mining is : data collection , database creation, data management, data analysis and understanding.

There are some steps in the process of knowledge discovery in database, such as

1. Data cleaning. (To remove nose and inconsistent data)

2. Data integration. (Where multiple data source may be combined.)

3. Data selection. (Where data relevant to the analysis task are retrieved from the database.)

4. Data transformation. (Where data are transformed or consolidated into forms appropriate for mining by performing summary or aggregation operations, for instance)

5. Data mining. (An essential process where intelligent methods are applied in order to extract data patterns.)

6. Pattern evaluation. (To identify the truly interesting patterns representing knowledge based on some interesting measures.)

7. Knowledge presentation.(Where visualization and knowledge representation techniques are used to present the mined knowledge to the user.)

Data Warehouse:

A data warehouse is a repository of information collected from multiple sources, stored under a unified schema and which usually resides at a single site.

Text:

Most of the banks and financial institutions offer a wide verity of banking services such as checking, savings, business and individual customer transactions, credit and investment services like mutual funds etc. Some also offer insurance services and stock investment services.

There are different types of analysis available, but in this case we want to give one analysis known as “Evolution Analysis”.

Data evolution analysis is used for the object whose behavior changes over time. Although this may include characterization, discrimination, association, classification, or clustering of time related data, means we can say this evolution analysis is done through the time series data analysis, sequence or periodicity pattern matching and similarity based data analysis.

Data collect from banking and financial sectors are often relatively complete, reliable and high quality, which gives the facility for analysis and data mining. Here we discuss few cases such as,

Eg, 1. Suppose we have stock market data of the last few years available. And we would like to invest in shares of best companies. A data mining study of stock exchange data may identify stock evolution regularities for overall stocks and for the stocks of particular companies. Such regularities may help predict future trends in stock market prices, contributing our decision making regarding stock investments.

Eg, 2. One may like to view the debt and revenue change by month, by region and by other factors along with minimum, maximum, total, average, and other statistical information. Data ware houses, give the facility for comparative analysis and outlier analysis all are play important roles in financial data analysis and mining.

Eg, 3. Loan payment prediction and customer credit analysis are critical to the business of the bank. There are many factors can strongly influence loan payment performance and customer credit rating. Data mining may help identify important factors and eliminate irrelevant one.

Factors related to the risk of loan payments like term of the loan, debt ratio, payment to income ratio, credit history and many more. The banks than decide whose profile shows relatively low risks according to the critical factor analysis.

We can perform the task faster and create a more sophisticated presentation with financial analysis software. These products condense complex data analyses into easy-to-understand graphic presentations. And there’s a bonus: Such software can vault our practice to a more advanced business consulting level and help we attract new clients.

To help us find a program that best fits our needs-and our budget-we examined some of the leading packages that represent, by vendors’ estimates, more than 90% of the market. Although all the packages are marketed as financial analysis software, they don’t all perform every function needed for full-spectrum analyses. It should allow us to provide a unique service to clients.

The Products:

ACCPAC CFO (Comprehensive Financial Optimizer) is designed for small and medium-size enterprises and can help make business-planning decisions by modeling the impact of various options. This is accomplished by demonstrating the what-if outcomes of small changes. A roll forward feature prepares budgets or forecast reports in minutes. The program also generates a financial scorecard of key financial information and indicators.

Customized Financial Analysis by BizBench provides financial benchmarking to determine how a company compares to others in its industry by using the Risk Management Association (RMA) database. It also highlights key ratios that need improvement and year-to-year trend analysis. A unique function, Back Calculation, calculates the profit targets or the appropriate asset base to support existing sales and profitability. Its DuPont Model Analysis demonstrates how each ratio affects return on equity.

Financial Analysis CS reviews and compares a client’s financial position with business peers or industry standards. It also can compare multiple locations of a single business to determine which are most profitable. Users who subscribe to the RMA option can integrate with Financial Analysis CS, which then lets them provide aggregated financial indicators of peers or industry standards, showing clients how their businesses compare.

iLumen regularly collects a client’s financial information to provide ongoing analysis. It also provides benchmarking information, comparing the client’s financial performance with industry peers. The system is Web-based and can monitor a client’s performance on a monthly, quarterly and annual basis. The network can upload a trial balance file directly from any accounting software program and provide charts, graphs and ratios that demonstrate a company’s performance for the period. Analysis tools are viewed through customized dashboards.

PlanGuru by New Horizon Technologies can generate client-ready integrated balance sheets, income statements and cash-flow statements. The program includes tools for analyzing data, making projections, forecasting and budgeting. It also supports multiple resulting scenarios. The system can calculate up to 21 financial ratios as well as the breakeven point. PlanGuru uses a spreadsheet-style interface and wizards that guide users through data entry. It can import from Excel, QuickBooks, Peachtree and plain text files. It comes in professional and consultant editions. An add-on, called the Business Analyzer, calculates benchmarks.

ProfitCents by Sageworks is Web-based, so it requires no software or updates. It integrates with QuickBooks, CCH, Caseware, Creative Solutions and Best Software applications. It also provides a wide variety of businesses analyses for nonprofits and sole proprietorships. The company offers free consulting, training and customer support. It’s also available in Spanish.

ProfitSystem fx Profit Driver by CCH Tax and Accounting provides a wide range of financial diagnostics and analytics. It provides data in spreadsheet form and can calculate benchmarking against industry standards. The program can track up to 40 periods.

Bitcoin

Bitget KCGI 2022 Officially Begins alongside Extended Registration

Published

on

bitget

Singapore, 19 May, 2022 –  Leading global derivatives exchange, Bitget, today announced its bi-annual trading competition – King’s Cup Global Invitational (KCGI), has officially begun. Due to overwhelming response since its launch, the deadline for registration has been extended. While the actual competition will still commence on May 20, 10:00 (UTC +8), participants can continue to register for the competition from May 20, 10 :00 (UTC +8) to May 24, 10:00 (UTC+8). KCGI 2022 will officially conclude by June 10, 10:00 (UTC+8). 

When registration for KCGI 2022 officially opened on May 9, a record number of 500 registrants were recorded, signifying a positive response for the long-awaited return of the trading competition for the Bitget community. As details of the competition continued to emerge, including the doubled prize pool as well as a variety of gifts offered as prizes, the number of users continued to increase. To date, more than 3,000 registrants have been recorded, representing a 500% increase since launch day. In light of such an overwhelming response from the community, and following the momentum of last year’s popularity, the registration window has now been extended by four days to May 24. Users with at least 300 USDT in their futures account at the time of application will be eligible to participate in this year’s KCGI.

During KCGI’s initial debut in 2021, more than 10,000 users participated. Responses from the community were largely positive, with more than 88% of users indicating that they would participate in the next edition of KCGI, and more than 79% of users stating they would share this initiative with other fellow traders. Trading competitions have proved to be innovative and interactive avenues to build and expand existing communities within the crypto space. By offering a separate opportunity and environment for users to engage in, alongside the possibility of earning fruitful returns, also reiterates the flexibility and endless possibilities available to traders within the space. 

Commenting on the official commencement of the competition, Bitget’s CEO, Sandra Lou said, “Leveraging on the growing influence of trading competitions, as well as the successful run of KCGI, we will continue our efforts in introducing more rewarding and enticing initiatives for our users to participate in. Most importantly, we look forward to giving our users more options when looking to diversify their investment portfolio. 

Sandra continued to add, “We are extremely heartened to see the overwhelming response from users during the initial round of registration. With this unprecedented move of extending the deadline, we are looking forward to seeing the competition unfold. Let the games begin!”

For more information on KCGI, please visit https://www.bitget.com/en/kcgi/spring/2022 

About Bitget

Established in 2018, Bitget is one of the world’s leading cryptocurrency exchanges. Currently serving over two million users in more than 50 countries around the world, Bitget accelerated its mission to promote decentralised finance in 2021 with a 500-strong workforce spanning over 20 countries. 

Since Bitget’s official launch in the crypto derivatives market in June 2019, the platform has now become one of the world’s largest crypto copy trading and derivatives exchanges, and is ranked in the top five globally by CoinMarketCap and CoinGecko for derivatives trading by volume. Bitget’s flagship product, One-Click Copy Trade, has attracted more than 20,000 copy traders, innovating the experience for crypto derivatives traders worldwide.

Adhering closely to its philosophy of ‘Better Trading, Better Life’, Bitget is committed to providing comprehensive and secure trading solutions to users globally, aiming to be the portal that transcends Web2 and Web3, that connects CeFi and DeFi, resulting in an expansive bridge to the vast web of crypto. In September 2021, Bitget announced its sponsorship of world-renowned football team Juventus as its first-ever sleeve partner and PGL Major’s official esport crypto partner soon after. Partnerships with the leading esports organisation, Team Spirit, and Turkey’s leading and long-standing football club, Galatasaray, were also announced in early 2022.

For more information, please visit:

Official website: https://www.bitget.com/en/

Telegram: https://t.me/bitgetEN

Twitter: https://twitter.com/bitgetglobal

LinkedIn: https://www.linkedin.com/company/bitget-global/

Continue Reading

Bitcoin

Famous Futuristic George Gilder Weighs BSV Over BTC at Summit

Published

on

Bitcoin (BTC) Prices Hold Steady After a Severe Turmoil
  • The Summit is held annually to help investors discover new market trends.
  • Gilder highlighted the advantages of BSV over BTC to the current issues.

As per renowned futuristic George Gilder, a “dynamic Bitcoin” that has “really created a miracle in recent months,” BSV is on the verge of becoming the de facto standard for all global currency in the next five to ten years. The Famous futurist gave an online “Six Predictions Summit” presentation to a group of financial experts, highlighting the advantages of BSV over BTC as the answer to the current economic and technical issues.

Framework for New World Order Required

According to Gilder, “immutable, unhackable” Bitcoin and the blockchain have produced freedom from political control currency. “Dual hacking crises” (technology hacking and economic hacking) affect today’s globe. Still, they may be addressed by establishing a new global economy and laying a framework for new world order.

The Six Predictions Summit is held annually to help investors discover new market trends. Due to current travel and other constraints, this year’s event was hosted online instead of in person. Renowned investing trend spotters Jim Rickards, James Altucher, Ray Blanco, Zach Scheidt, and Alan Knuckman joined hosts Doug Hill and Matt Insley on the show.

George Gilder has referenced Bitcoin’s “digital gold” myth at several points. Aside from noting that “the original Bitcoin, BTC” and Bitcoin Satoshi’s Vision or BSV are distinct, he reaffirmed gold’s usefulness as a long-term store of wealth.

Gilder said:

“Bitcoin Satoshi Vision has really created a miracle in recent months, rather than the static Bitcoin, which people hold on for dear life. It’s a dynamic Bitcoin that moves with the advance of technology.”

Despite the fact he called BTC “Bitcoin”, “the original Bitcoin” was not the answer he was talking about. The asset was regarded by him as being of no use to anybody except speculators, terming it as static.

Continue Reading

Bitcoin

Is the Future of Real Estate in the Metaverse?

Published

on

Is the Future of Real Estate in the Metaverse?

Although the metaverse is not a new concept, it has recently gained much more attention. Many are now becoming familiar with the idea, and are looking into what its future offers and how they can be a part of it. The metaverse will completely transform the current way of life for the average individual, affecting work, trade, entertainment, leisure, exercise, social interactions, and everything in between.

Apart from the retail players, big tech companies are also getting into the space. Facebook, the world’s most popular social media platform as of 2021, has recently rebranded to “Meta”, showing its commitment to this new space. According to an official announcement, rebranding was necessary because the company is shifting its focus to bring the metaverse to life. Footwear and apparel giant Nike is also preparing for the metaverse and has signified interest in creating its own space, as well as Adidas, another powerhouse brand.

The metaverse will transform many aspects of life by improving interpersonal interactions, establishing communities, and helping businesses grow. The climate required to create and operate a successful business will also change considerably. Firstly, the metaverse will allow businesses, regardless of size, to establish digital stores for their goods and services. A significant advantage of these capabilities for the average company is that opening a physical store is no longer necessary. This could significantly reduce overhead costs without having to sacrifice customer reach. In a virtual world, a company can tap into wider audiences beyond the physical boundaries imposed in a real-life setting.

There are also multiple metaverse use cases for the entertainment sector. For example, entertainment brands could use metaverse locations to preview music to excite virtual fans, holding mega concerts to listeners around the world. Furthermore, fans may also get the chance to meet and interact with their favorite celebrities, an opportunity rarely possible in the real world.

Additionally, people can gather for leisure activities in virtual parks to play or bond over shared interests and ideas. These locations could replicate attractions available in the real world, engaging all different types of users in the process. For instance, people can build teams based on varying activities, including everything from traveling, virtual combat, or playing chess. The metaverse will offer a slew of new opportunities for individuals and brands alike.

One of the less obvious but very promising advantages of the metaverse is the opportunity to capitalize on virtual real estate. Regardless of sector or industry, the shift to the metaverse still requires individuals and businesses to establish a presence on the metaverse; this is where virtual real estate comes in and plays its part.

All metaverse offerings, including commerce, healthcare, entertainment, and other sectors, must set up shop somewhere in the metaverse to reach their desired base. Individuals can also invest in virtual properties for various reasons, In parallel to the traditional real estate market, Investors can earn profit by purchasing properties and leasing them to businesses and other franchises. Investors can also simply buy virtual properties, hold them into the future, and later flip them for a potential profit. With 500 million dollars sold just in real estate in the metaverse, last year projections state that it will double this year!

The key to making the best out of a real estate investment is getting in early. As with everything else, early buyers catch on quicker and are in a better position to make a profit if and when the value increases. Investors are able to pick their property at floor price in a strategic approach that will allow the potential for a larger profit as well as an easier sale just as investors do in the traditional real estate setting. Users looking to get into digital real estate in the metaverse can start their virtual portfolio and begin with Ethereum Towers.

Ethereum Towers

Ethereum Towers is a community-centric vertical megastructure set in the Ethereum Worlds metaverse. Consisting of 4,388 separate apartments, Ethereum Worlds is a major player in the space available to investors interested in taking an early chunk of the metaverse real estate market as it grows. The apartments in the structure are in two identical towers, each with 101 stories. Each apartment is an NFT on the Ethereum network and is available as an ERC-721 token.

All owners in the Ethereum Towers can use their apartments however they please. Each owner can personalize their space how they wish, giving them full autonomy over their digital real estate asset. For this, the Ethereum Towers offers a marketplace with a wide range of accessories, furnishings, and ornaments that owners can purchase and set as preferred. Since each apartment is available on the Ethereum blockchain as an NFT, ownership is guaranteed and easily verifiable.

Due to the deliberate design, Ethereum Towers apartment owners and guests can explore the social benefits of a large community with similar interests. All residents partake in a virtual social experience supported by meaningful interpersonal interactions. Each tower possesses communal areas where owners can meet and interact, regardless of any preconceived boundaries that would limit interaction in the physical world. Through these interactions, users can build a strong sense of belonging and establish friendships along the way.

Perhaps the most significant advantage to Ethereum Towers is the investment opportunity it offers. In the metaverse, unlike in the real world, digital property assets usually have a much lower entry barrier, making it much easier for interested investors to get involved before the masses. The value of the apartments are projected to increase over time as meta living becomes more popular, providing early adopters a chance to capitalize on being first movers.

Getting In Early

Investors that have been able to identify ideas that dramatically impact the functionality of the future have always prospered. Those who understand the impact and utility around the metaverse too will have a major headstart within the benefits that this realm will offer. With Facebook being one of the largest and most successful companies taking action to rebrand itself as “Meta,” this should give investors a clear idea that a new significant era is on the horizon.

 

Continue Reading

Trending