Each of these platforms has its own programming interface, and programs written in one of them cannot be transferred to another. Add this to the problem of managing a Hadoop installation in the first place and finding qualified people to conduct the data analysis, which is widely considered as one of the major problems that many companies face in order to realise their Big Data strategy. A solution to this problem is yet to be seen. Some systems are developing compatibility layers so that programs written in one can be transferred to another.
While not every current or maybe even future application will abandon the MapReduce framework of today, new applications could use such a general-purpose engine to be faster and to do more than is possible with MapReduce.
The evolution in this space is history that is waiting to be written. Here in Berlin, we are writing our part of this history with the Stratosphere www. Stratosphere is a general-purpose platform that can cover a wealth of analytical use cases and is compatible with Hadoop installations.
It is based on the premise that combining technological ideas from Hadoop MapReduce, parallel databases, and compilers, we can create and efficient yet very powerful system for the next generation of data analysis needs. Kostas Tzoumas is a post-doctoral researcher at TU Berlin. Kostas is currently co-leading the Stratosphere project, that develops an open-source Big Data Analytics platform, the only of its kind in Europe. His research is focused on system architectures, programming models, processing and optimization for Big Data.
Velocity: The data is coming streaming too fast to be ingested by traditional technologies. Variety: There are too many different sources or formats of data that cannot be integrated by traditional technologies. Veracity: The inherent uncertainty in the data cannot be handled by traditional technologies.
In-situ: Analytics directly operate on the data where it sits without requiring an expensive process of ETL Extract, Transform, Load Iterative: Analysis iterates over the data several times in order to build and train a model of the data rather than just extract data summaries often referred to as predictive versus descriptive analysis Incremental: Analysis needs to maintain said models under high data arrival rates, and analysis need to interactively analyze data sets based on previous results.
Interactive: Analysts work interactively with data, formulating the next question depending on the results of the previous one. Hadoop MapReduce itself is still the most robust and widely-used tool for very large-scale batch data processing. Spark is based on the premise that if most data fits in main memory, and operations on data communicate via main memory, a lot of Big Data applications can become much faster.
As such, Spark covers a wide variety of the aforementioned use cases using one system. Next post Big Data is like crude oil. The Author Kostas Tzoumas. Font Size Abc Small. Abc Medium. Abc Large. ThinkStock Photos To generate high returns, one has to invest in market-linked investments as against fixed-income products. Risk and return are directly related. Lower the risk, lower will be the returns, while with high returns comes high risk.
To generate high returns, one has to invest in market-linked investments as against fixed-income products. An asset class that has the potential to deliver high returns is equity. Several studies done in the past have shown that compared to other asset classes , equities have delivered higher inflation-adjusted return over longer term.
Besides equity, there are other asset classes such as real estate and gold that may show spike in prices after a long stagnation period. However, these may lag behind equities because of factors such as lack of liquidity , ease of purchase, and so on. Here are few high return investment options you can choose from. Direct equity Investing in shares or stocks means one is taking exposure in the equity asset class. One needs to open a demat account with a brokerage house to start investing in them.
One may diversify across sectors and market capitalisations to hedge against the risk of investing directly in stocks. Currently, the year index Sensex return is around 13 percent, 8 percent and Read this article in : Hindi. Only the foolish says for high return u need to go for high risk. Fact is that u need knowledge to get high return and Risk can be less. View Comments Add Comments. Browse Companies:.
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ThinkStock Photos To generate high returns, one has to invest in market-linked investments as against fixed-income products. Risk and return are directly related. Lower the risk, lower will be the returns, while with high returns comes high risk. To generate high returns, one has to invest in market-linked investments as against fixed-income products. An asset class that has the potential to deliver high returns is equity.
Several studies done in the past have shown that compared to other asset classes , equities have delivered higher inflation-adjusted return over longer term. Besides equity, there are other asset classes such as real estate and gold that may show spike in prices after a long stagnation period. However, these may lag behind equities because of factors such as lack of liquidity , ease of purchase, and so on. Here are few high return investment options you can choose from.
Direct equity Investing in shares or stocks means one is taking exposure in the equity asset class. One needs to open a demat account with a brokerage house to start investing in them. One may diversify across sectors and market capitalisations to hedge against the risk of investing directly in stocks.
Currently, the year index Sensex return is around 13 percent, 8 percent and Read this article in : Hindi. Only the foolish says for high return u need to go for high risk. Fact is that u need knowledge to get high return and Risk can be less. View Comments Add Comments. Browse Companies:.
To see your saved stories, click on link hightlighted in bold. Find this comment offensive? This will alert our moderators to take action Name Reason for reporting: Foul language Slanderous Inciting hatred against a certain community Others. Real Estate Investment Trusts REITs are the best way to spend money in the real estate market without investing thousands as a property owner.
A REIT not only provides above-average dividends but also gives solid returns over time as property values rise. Start with research for REITs that purchase property in an area of interest. These are referred to as publicly-traded REITs. Diversyfund is an excellent private REIT to help you build a diversified portfolio while you hedge against market volatility. Invest Now! Real estate crowdfunding allows you to pool your money together to invest in properties.
When a developer identifies an investment opportunity, he or she might not have the ability to fund the investment entirely, so contribute some capital to execute your plan. Should the company go public through an IPO, there may be a huge potential for investment gains. Crowdfunding real estate has 3 players — a sponsor who identifies, plans and oversees the entire investment, a crowdfunding platform where the sponsor rallies investors and capital and an investor who contributes capital in exchange for a portion of profits accrued by the deal.
Corporate bonds provide a predictable financial benefit without sophisticated strategies. They are issued by large corporations to fund capital investments and business expansions. When you buy corporate bonds, you lend out money to the issuing company. The company then makes a legal commitment to pay interest on your initial capital and refund the principal upon maturity of the bonds. Corporate bonds offer higher returns than government bonds of CDs, and you can maintain your principal while earning a steady income.
They give you the ability to invest in multiple sectors with the flexibility to cash out before maturity. To buy corporate bonds , you need to set up a brokerage account. You invest in forex when you buy and sell different currencies.
Countries issue their own currencies, and the value of each currency varies in relation to every other country. You should select a reputable broker to reduce the risk of fraud. Understand all the risks and trends associated with currency trading. Take a look at how to trade forex.
An option is a contract to sell or buy a stock at a pre-agreed price and by a specific date. In options trading, you must decide:. Options contracts are based on various underlying securities, and you can place different types of orders, making them a more versatile investment option than stocks. Options trading is complicated and risky, so you need to work with the best brokers for options traders. These companies usually have a poor or nonexistent financial history.
These stocks are a great option if you want to own many shares due to their low price. Prices are highly volatile, so you must be patient and risk-tolerant to reap big. CrowdStreet is a real estate investing platform that gives investors direct access to individual commercial real estate investment opportunities, allowing you to review, compare, and personally choose the deals that meet your own investment criteria.
Understanding and managing portfolio risk is one of the most important ways to effectively manage your portfolio. Quantifying risk in your portfolio allows you to optimize your potential returns. When you do that, you can allocate more capital can be to riskier assets that generate the highest returns. The only problem is finding these stocks takes hours per day.
You can today with this special offer:. Click here to get our 1 breakout stock every month. Finding the right financial advisor that fits your needs doesn't have to be hard. SmartAsset's free tool matches you with fiduciary financial advisors in your area in 5 minutes. Each advisor has been vetted by SmartAsset and is legally bound to act in your best interests. If you're ready to be matched with local advisors that will help you achieve your financial goals, get started now.
Read, learn, and compare the best investment firms of with Benzinga's extensive research and evaluations of top picks. Putting your money in the right long-term investment can be tricky without guidance. Benzinga details what you need to know in If you're looking to move your money quick, compare your options with Benzinga's top pics for best short-term investments in The best investing decision that you can make as a young adult is to save often and early and to learn to live within your means.
In addition to buying individual bonds, exposure to municipal bonds can also be gained through the purchase of certain mutual funds and ETFs. Online investment platforms like Vanguard can help you get started. They essentially operate as a type of mutual fund and are composed of liquid financial products with short maturities and high credit ratings. These assets often include short-term debt securities like CDs and U.
Treasury Bills. The goal of a money market fund is to provide investors with ongoing income while protecting their principal investment. Like with mutual funds, each investor owns shares. Interest on the investment is then paid out to shareholders as dividends.
Remember, money market funds and money market accounts are two completely different investment options. Unlike money market accounts, money market funds are not FDIC insured. Are you a homeowner looking for a relatively safe way to invest?
Paying off your mortgage early could be one of the best investments you can make — especially if you live in an area where housing prices remain relatively stable. Paying off your house early can do some really important things for you.
First, it saves you some significant interest charges. Every dollar you pay beyond your monthly minimum payment should count toward lowering your principal balance. Additionally, knocking your mortgage out early eliminates a huge chunk of debt and a major monthly expense. Things like investing more in the stock market, starting your own business, and learning how to invest in real estate suddenly become easier.
Owning your home free and clear reduces your risk in other ways, too. If you get sick, fired, or experience any other major financial hardship, you just need enough money to keep the lights on and food on the table.
At a bare minimum, be sure to meet any company match that is offered. While many people consider this one of the safest investments you can make, keep in mind that none of these ideas come with zero risk. However, if you plan to stay in your home for a long time, this is one of our favorite ways to invest money. Although spending to save will never make you rich, spending on a credit card can come with some fairly nice perks.
Cash back credit cards typically reward your spending with straight cash back. If you use it to spend on the things you normally would anyway like groceries, restaurants, daycare, or utility bills , you could earn a decent amount in cash back rewards. Rewards cards typically provide points for your spending. Our favorite type of cards are travel rewards cards , but rewards points can usually be redeemed for gift cards, travel, cash, and more.
Even better, when you create a new account, both types of cards usually provide a signup bonus. Here are a couple of our favorite cards:. Learn how to apply Read the full review. Trust us, the interest payments are usually far more expensive than any rewards or cash back you received. Bank bonuses are another way to cash in on high returns with low risk. Banks are always competing for your cash, and some will reward you with free money for opening a new checking or savings account.
After you open your account, you might need to set up direct deposit, use your new debit card for a certain number of transactions, or keep your money there for six months or more. Not all banks have these rules, but always check the costs before signing up for a checking or savings account bonus. Peer-to-peer lending P2P gives you the opportunity to be one. P2P lending is a little like owning your own bank, albeit without taking deposits from the public.
In a nutshell, you lend your money to someone else who will hopefully pay you back. Lending Club and Prosper are two websites that allow you to make personal loans to borrowers. Websites like Groundfloor help you cash in on the lending side for real estate deals. The ongoing income and capital appreciation of your investment also help reduce the adverse effects of inflation. Dividends typically can be used to buy more stock in the same company with a dividend reinvestment plan, or DRIP.
Depending on your investment goals, it might make sense to take the dividend as income, but reinvesting dividends as part of your growth strategy may also work well for you. Upon maturity, annuities typically provide you with income that can last for the rest of your life. Annuities come with either fixed or variable rates. With a fixed annuity, your money accumulates a guaranteed interest rate for a specific period of time. This means they often come with some relatively hefty commissions, depending on the product.
Additional fees could further increase your costs and lower your overall investment return. With the recent market volatility and the disappearance of workplace pensions, annuities can be a great addition to a retirement portfolio. Of course, that guarantee is based on the health of the company where you bought the annuity. Just like with most insurance policies, you may be stuck if the company goes out of business. Even with that risk, however, many people believe annuities are relatively safe investments that can bring stability to their portfolios.
Owning preferred stock may be another way that you can add additional stability to your portfolio. Preferred stock is different from common stock, and it typically trades far less frequently. Preferred stock still provides ownership in a company, but it typically pays out guaranteed dividends that are usually higher than those paid to common stockholders.
This is essential when the company falls on bad times. If a company suspends its dividends entirely, your preferred stock will be paid dividends in arrears before any is paid to common stockholders. Though generally considered to have less risk than common stock, you may be able to further reduce your risk by including some diversity in your preferred stock portfolio.
Preferred stocks can usually be traded at your favorite online investment brokers. With a core goal of providing stable returns even during tough economic times, stable value funds are one of the best low-risk investments available. Instead, like money market funds, their value remains stable. Stable value funds are made up of investment contracts that are designed to guard your capital against significant variations in interest rates. Their holdings typically include short and medium-term government and corporate bonds.
Since they typically hold bonds with a longer maturity date than money market funds, stable value funds are often able to provide higher interest rates. Stable value funds are also insured, protecting investors from losing both their principal and interest. Overall, stable value funds are fairly low-risk investments that come with a diversified portfolio of high-quality investments.
With the contracts from banks and insurance companies helping to protect your capital against drops in interest rates, these are generally considered to be relatively safe investments. You can often find these funds as an option with company sponsored retirement plans like a k.
When it comes to investing, higher risk is often associated with higher performance. However, if your goal is to keep as much of your original principal as possible, low-risk investments are sure to make you smile. Thanks so much for reading and good luck! Do you invest in any of the above methods? Share your experiences below! Greg and his family travel the world for about 20 weeks each year, and he has visited over 40 countries - focusing mainly on the United States, Europe, and the Caribbean.
Additionally, he holds two bachelor's degrees and is the co-author of the book Zero Down Your Debt. Learn more about Greg here. Owning your own home, free and clear, is the best investment for most people. With that said, there is some risk involved. For homeowners, particularly those living in areas where housing prices remain fairly flat, I agree — though — that it could be one of the best investments available to them.
This form of investment is especially risky because it places time requirements on the purchase or sale of securities. Professional investors often discourage the practice of timing the market and this is why options can be dangerous or rewarding. If you want to learn more about how options work, read our tutorial or sign up for our Options for Beginners course on the Investopedia Academy.
Some initial public offerings IPOs , such as Snapchat's in mid, attract a lot of attention that can skew valuations and the judgments professionals offer on short-term returns. On the other hand, Twilio Inc. IPOs are risky because despite the efforts make by the company to disclose information to the public to obtain the green light on the IPO by the SEC, there is still a high degree of uncertainty as to whether a company's management will perform the necessary duties to propel the company forward.
The future of startups seeking investment from venture capitalists is particularly unstable and uncertain. Many startups fail, but a few gems are able to offer high-demand products and services that the public wants and needs. Even if a startup's product is desirable, poor management, poor marketing efforts, and even a bad location can deter the success of a new company.
Part of the risk of venture capital is the low transparency in management's perceived ability to carry out the necessary functions to support the business. Many startups are fueled by great ideas by people who are not business-minded.
Venture capital investors need to do additional research to securely assess the viability of a brand new company. Venture capital investments usually have very high minimums, which can be a challenge for some investors. If you are considering putting your money into a venture capital fund or investment, make sure to do your due diligence.
A country experiencing a growing economy can be an ideal investment opportunity. Investors can buy government bonds, stocks or sectors with that country experiencing hyper-growth or ETFs that represent a growing sector of stocks. Such was the case with China from The greatest risk of emerging markets is that the period of extreme growth may last for a shorter amount of time than investors estimate, leading to discouraging performance.
The political environment in countries experiencing economic booms can change suddenly and modify the economy that previously supported growth and innovation. Real estate investment trusts REITs offer investors high dividends in exchange for tax breaks from the government.
Due to the underlying interest in real estate ventures, REITs are prone to swings based on developments in an overall economy, levels of interest rates and the current state of the real estate market, which is known to flourish or experience depression.
The highly fluctuating nature of the real estate market causes REITs to be risky investments. Although the potential dividends from REITs can be high, there is also pronounced risk on the initial principal investment. While these investment choices can provide lucrative returns, they are marred by different types of risks. Whether issued by a foreign government or high-debt company, high yield bonds can offer investors outrageous returns in exchange for the potential loss of principal.
These instruments can be particularly attractive when compared to the current bonds offered by a government in a low-interest-rate environment. However, not all high yield bonds fail, and this is why these bonds can potentially be lucrative. Currency trading and investing may be best left to the professionals, as quick-paced changes in exchange rates offer a high-risk environment to sentimental traders and investors.
Those investors who can handle the added pressures of currency trading should seek out the patterns of specific currencies before investing to curtail added risks. Currency markets are linked to one another and it is a common practice to short one currency while going long on another to protect investments from additional losses.
Currency, or forex trading, as it is called, is not for beginners. If you want to learn more, check out our tutorial or take our Forex for Beginners course on the Investopedia Academy. Trading on the forex market does not have the same margin requirements as the traditional stock market, which can be additionally risky for investors looking to further enhance gains. United States Securities and Exchange Commission.
World Bank. Internal Revenue Service. Fixed Income Essentials. Real Estate Investing. Convertible Notes. Your Money.
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