vania-janet/multiturn-rag-retrieval-data huggingface dataset:
It is a bit more complicated than whether it pays more or less dividends. You should make your decision based on how well the company is performing both fundamentally and technically. Concentrating mainly on the fundamental performance for this question, most good and healthy companies make enough profits to both pay out dividends and invest back into the company to keep growing the company and profits. In fact a good indication of a well performing company is when their dividend per share and earnings per share are both growing each year and the dividends per share are less than the earnings per share (that way you know dividends are being paid out from new profits and not existing cash holdings). This information can give you an indication of both a stable and growing company. I would rather invest in a company that pays little or no dividends but is increasing profits and growing year after year than a company that pays higher dividends but its profits are decreasing year after year. How long will the company continue to pay dividends for, if it starts making less and less profits to pay them with? You should never invest in a company solely because they pay dividends, if you do you will end up losing money. It is no use making $1 in dividends if you lose $2+ because the share price drops. The annual returns from dividends are often between 1% and 6%, and, in some cases, up to 10%. However, annual returns from capital gains can be 20%, 50%, 100% or more for a stable and growing company.
"Volume is really only valuable when compared to some other volume, either from a historical value, or from some other stock.  The article you linked to doesn't provide specific numbers for you to evaluate whether volume is high or low. Many people simply look at the charts and use a gut feel for whether a day's volume is ""high"" or ""low"" in their estimation. Typically, if a day's volume is not significantly taller than the usual volume, you wouldn't call it high. The same goes for low volume. If you want a more quantitative approach, a simple approach would be to use the normal distribution statistics: Calculate the mean volume and the standard deviation. Anything outside of 1.5 to 2.0 standard deviations (either high or low) could be significant in your analysis. You'll need to pick your own numbers (1.5 or 2.0 are just numbers I pulled out of thin air.) It's hard to read anything specific into volume, since for every seller, there's a buyer, and each has their reasons for doing so. The article you link to has some good examples of using volume as a basis for strengthening conclusions drawn using other factors."
"First of all, setting some basics: What is a sound way to measure the risk of each investment in order to compare them with each other ? There is no single way that can be used across all asset classes / risks. Generally speaking, you want to perform both a quantitative and qualitative assessment of risks that you identify. Quantitative risk assessment may involve historical data and/or parametric or non-parametric models. Using historical data is often simple but may be hard in cases where the amount of data you have on a given event is low (e.g. risk of bust by investing in a cryptocurrency). Parametric and non-parametric risk quantification models exist (e.g. Value at Risk (VaR), Expected Shortfall (ES), etc) and abound but a lot of them are more complicated than necessary for an individual's requirements. Qualitative risk assessment is ""simply"" assessing the likelihood and severity of risks by using intuition, expert judgment (where that applies), etc. One may consult with outside parties (e.g. lawyers, accountants, bankers, etc) where their advisory may help highlighting some risks or understanding them better. To ease comparing investment opportunities, you may want to perform a risk assessment on categories of risks (e.g. investing in the stock market vs bond market). To compare between those categories, one should look at the whole picture (quantitative and qualitative) with their risk appetite in mind. Of course, after taking those macro decisions, you would need to further assess risks on more micro decisions (e.g. Microsoft or Google ?). You would then most likely end up with better comparatives as you would be comparing items similar in nature. Should I always consider the worst case scenario ? Because when I do that, I always can lose everything. Generally speaking, you want to consider everything so that you can perform a risk assessment and decide on your risk mitigating strategy (see Q4). By assessing the likelihood and severity of risks you may find that even in cases where you are comparatively as worse-off (e.g. in case of complete bust), the likelihood may differ. For example, keeping gold in a personal stash at home vs your employer going bankrupt if you are working for a large firm.
No. The information you are describing is technical data about a stock's market price and trading volume, only. There is nothing implied in that data about a company's financial fundamentals (earnings/profitability, outstanding shares, market capitalization, dividends, balance sheet assets and liabilities, etc.) All you can infer is positive or negative momentum in the trading of the stock. If you want to understand if a company is performing well, then you need fundamental data about the company such as you would get from a company's annual and quarterly reports.
Another way to decide would be to do a fair valuation of the company agreeable to both the partners. Lets assume when you started the company it was worth $10,000 and to acquire 75%, you must have put $7,500 worth of money and effort. Similarly, the other partner must have put $2,500 worth of time and money. Now say after 2 years, you both agree that company is worth $50,000. And say now the company needs $10,000 worth of investment. Whoever invests that money should get 20% (10k/50k) of the company. Or each $1,000 will buy 2% in the company. Post this investment the equity division would be  First investor (you) 75% of 80% = 60 % Second investor (your partner) 25% of 80% = 20% Third (new) investor = 20% Now, if you alone decide to put all the money you stake will be 60 + 20 = 80% and your partner will be reduced to 20%. If you guys want to maintain equity as it was (75-25), you need to put money in the same ratio ($7500 and $2500). If you do that- First investor 60% + 15% (for $7,500) = 75% Second investor 20% + 5% (for $2,500) = 25%. Please know for IP-centric company valuation is very subjective. But, do make an effort to do the valuation at every stage of the company so that you can put a number in terms of equity for each investment.
If anyone is interested in looking into it, the company Pinnacle has actually been using theory from quantitative finance for a long time. I went to one of their talks during useR!2017 in Brussels, really interesting betting company.
"Been to many job interviews, here's my advice:  1) What the hell the company sells, who it sells to and who the competition is.  THINK about the company. What do you think they do well, what do you think they need improvement on? It's a public company so a great way to start is look at yahoo finance.  You can read headlines, ready the financial statements, etc.  http://finance.yahoo.com/q?s=AFG  2) What do you bring to the company? Have 5 ways to talk about how you are a great, smart person by talking about examples.  Anybody can say they are smart, dedicated, etc.  People want to hear examples; ""Past performance = future performance""  3) Ask questions, a million.  Goes back to #1.  Know the ins and outs of the company and ask a million.  Someone who asks a boat load of good questions will show they are interested, did their homework and looking to learn.  Don't worry if you think it will show you don't know things...people actually want someone they can teach; not someone who is smarter than they are.   (Just to be clear, don't ask about the stock or its price)    4) I have an exclusive interview tip that I will not broadcast to everyone.  But if you want it, PM me."
"First, to mention one thing - better analysis calls for analyzing a range of outcomes, not just one; assigning a probability on each, and comparing the expected values. Then moderating the choice based on risk tolerance. But now, just look at the outcome or scenario of 3% and time frame of 2 days. Let's assume your investable capital is exactly $1000 (multiply everything by 5 for $5,000, etc.). A. Buy stock: the value goes to 103; your investment goes to $1030; net return is $30, minus let's say $20 commission (you should compare these between brokers; I use one that charges 9.99 plus a trivial government fee). B. Buy an call option at 100 for $0.40 per share, with an expiration 30 days away (December 23). This is a more complicated. To evaluate this, you need to estimate the movement of the value of a 100 call, $0 in and out of the money, 30 days remaining, to the value of a 100 call, $3 in the money, 28 days remaining. That movement will vary based on the volatility of the underlying stock, an advanced topic; but there are techniques to estimate that, which become simple to use after you get the hang of it. At any rate, let's say that the expected movement of the option price in this scenario is from $0.40 to $3.20. Since you bought 2500 share options for $1000, the gain would be 2500 times 2.8 = 7000. C. Buy an call option at 102 for $0.125 per share, with an expiration 30 days away (December 23). To evaluate this, you need to estimate the movement of the value of a 102 call, $2 out of the money, 30 days remaining, to the value of a 102 call, $1 in the money, 28 days remaining. That movement will vary based on the volatility of the underlying stock, an advanced topic; but there are techniques to estimate that, which become simple to use after you get the hang of it. At any rate, let's say that the expected movement of the option price in this scenario is from $0.125 to $ 1.50.
Analysts/PMs follow stocks all day long and will most likely have an opinion on 99% of large caps, no matter the sector. In summary, I'd recommend a 1-2 page sell-side style write-up with a backup model (printed excel file). KISS (keep it simple stupid), have a summary, couple years worth of historical's, 2 years forward, and a few main bullet points of why you like them. In your case, this pitch should be something to pique the interest so that you can NAIL a real pitch in the interview. If you get an interview, know everything about everything in the industry as well as that specific company. For example, lets say you do a smartphone secular theme investment. Do you know what outstanding AAPL/Android cases there are, and more importantly, how would each ruling likely affect the marketplace? This is because I can guarantee if you're pitching to another tech guy, he knows and has an educated opinion on it. Also, in many cases having a great model can mean more than a long write-up, it shows that you're good with numbers and can think about FUTURE earnings, which are all that matter. Last point, IMO you'd be better off trying to get your foot in the door through networking than HR. HR doesn't really do much on the buy-side with recruiting and won't really understand what to look for in a good pitch (they're HR after-all, not an analyst). Try to meet someone over coffee and then have a pitch READY to bring out/discuss. The buy-side is selective enough that usually when positions open up it's either because they are creating one for you or they already have an idea of who is going to fill it. This mean HR has little to no say in helping you get in. You'll have a lot more success this way than blasting to a bunch of HR emails."
"Random question: are there any companies with ""physical,"" ""real,"" or ""in-kind"" dividends?   For clarification, suppose a winery offers a security with a dividend of X bottles of wine deliverable annually for every Y amount of shares owned.   Does such a company or practice exist?"
you can check google scholar for some research reports on it.  depends how complex you want to get...  it is obviously a function of the size of the portfolio of each type of asset. do you have a full breakdown of securities held? you can get historical average volumes during different economic periods, categorized by interest rates for example, and then calculate the days required to liquidate the position, applying a discount on each subsequent day.
In my experience, any kind of equity you may be offered by the company is just a carrot. Your offer may be written in such a way that your potential ownership represents, say, 1% of the company today. But if the company goes for a round of financing your ownership percentage can get diluted. If this happens a couple of times and the terms of financing aren't very favorable then your percentage can go from that 1% down to 0.001%, making the equity worthless. I've known people who heard their company was being bought and thought they might get some kind of payoff. Come to find out the company hadn't done all that well and there wasn't anything to pay out after the main investors got some money back. (The main investors took a loss.) For obvious reasons, management wasn't keeping the staff up to date about the fact that they were operating in the red and their options were worthless. Some people grumbled about lawyers and filing lawsuits, but at the end of the day, there wasn't any money to be won. Keep this in mind. As to your question regarding what to look out for:
When fundamentals such as P/E make a stock look overpriced, analysts often point to other metrics. The PEG ratio, for example, can be applied to cast growth companies in a better light.  Fundamental analysis is highly subjective. For further discussion on the pitfalls of fundamentals, I suggest A Random Walk Down Wall Street by Burton Malkiel.
"My answer is Microsoft Excel.  Google ""VBA for dummies"" (seriously) and find out if your brokerage offers an 'API'.  With a brief understanding of coding you can get a spreadsheet that is live connected to your brokers data stream.  Say you have a spreadsheet with the 1990 value of each in the first two columns (cells a1 and b1).  Maybe this formula could be the third column, it'll tell you how much to buy or sell to rebalance them.   then to iterate the rebalance, set both a2 and b2 to =C1 and drag the formula through row 25, one row for each year.  It'll probably be a little more work than that, but you get the idea."
Usually their PE ratio will just be listed as 0 or blank.  Though I've always wondered why they don't just list the negative PE as from a straight math standpoint it makes sense. PE while it can be a useful barometer for a company, but certainly does not tell you everything.  A company could have negative earnings for a lot of reasons, some good and some bad.  The company could just be a bad company and could be losing money hand over fist, or the company could have had a one time occurrence such as a big acquisition or some other event that just affected this years earnings, or they could be an awesome high growth company that is heavily investing for their future and forgoing locking in profits now for much bigger profits in the future. Generally IPO company's fall into that last category as they are going public usually because they want an influx of cash that they are going to use to grow the company much more rapidly.  So they are likely already taking all incoming $$ and taking on debt to grow the company and have exceeded all of those options and that's when they turn to the stock market for the additional influx of cash, so it is very common for these companies not to have earnings.   Now you just have to decide if that company is investing that money wisely and will in the future translate to actual earnings.
Start with Economics, macro and micro. You don't need to go deep enough to understand heavy math stuff like isoquants, but supply and demand curves and market theory in general is the foundation of business (at least capitalism). Plenty of online videos can provide overviews on this stuff.    From there, management theories and practices will get the most bang for your buck since it can be applied to every aspect of business.  Strategic Management tools like SWOT analysis or SMART criteria may not exactly be cutting edge management tools, but they provide a good overview of what is important to managers.  On the financial side of things, look into financial management, however I kind of feel like the main important takeaway for non-finance people to know is that a dollar today is worth more than a dollar tomorrow.  IMO, these are the core theory stuff for business majors. After that, the specialization is up to you. Marketing, finance, accounting, operations, decision sciences, etc.
So you have a company that developed great products, but the shareholders never got a penny in dividends and the final shareholders have paper worth zero. Take a look at Research in Motion for example. Creating the Blackberry has to be one of the biggest successes in tech over the last decade. However, has the shareholders gotten any richer? Only if they traded amongst themselves, nobody got a dividend. What happened to the many billions of dollars they made during the peak popularity years of Blackberry? It went to executives, employees, and was squandered on development that did not effectively defend the phone's dominant market position. Now the stock price is back down to the pre-prime years, and if a shareholder held onto it throughout the entire period, he would not have received a single penny. And this is a profitable enterprise, things look even more bizarre when you start looking at the tech companies that have NEVER had a positive earnings quarter and no plans to ever have positive earnings (something like Pandora comes to mind). Often, management at these more bizarre companies run the company as a toy - to play with their own ideas and to issue themselves stock as compensation. And of course, they sell a lot of the stock to cash in before they delve into the next risky venture. They have no intention of ever enriching anybody who holds into the stock in the long run. If for some reason they make money, they will put it all into their next toy project until one of them fails and wipes everything out. If you invest in a profitable business with reasonable management, you will generally come out ahead. Some businesses get displaced by unpredictable circumstances and they go bankrupt. But on average, if a company is good at doing something and they pay out the earnings, you come out ahead. You get in trouble when businesses are good at something, and they take all the money they make and put it into doing something they are not good at. A business might only provide good cashflow for 10-20 years when the product is popular and before competitors cut into margins. If that money is squandered, the long term shareholder may ultimately have very terrible results.
There are multiple places where you can see this.  Company house website On any financial news website, if you have access e.g. TESCO on FT On any 3rd party website which supply information on companies e.g. TESCO on Companycheck An observation though, FT lists down more shareholders for me than Companycheck as I pay for FT.
All you have to do is ask Warren Buffet that question and you'll have your answer! (grin)  He is the very definition of someone who relies on the fundamentals as a major part of his investment decisions. Investors who rely on analysis of fundamentals tend to be more long-term strategic planners than most other investors, who seem more focused on momentum-based thinking. There are some industries which have historically low P/E ratios, such as utilities, but I don't think that implies poor growth prospects.  How often does a utility go out of business?   I think oftentimes if you really look into the numbers, there are companies reporting higher earnings and earnings growth, but is that top-line growth, or is it the result of cost-cutting and other measures which artificially imply a healthy and growing company?  A healthy company is one which shows year-over-year organic growth in revenues and earnings from sales, not one which has to continually make new acquisitions or use accounting tricks to dress up the bottom line. Is it possible to do well by investing in companies with solid fundamentals?  Absolutely.  You may not realize the same rate of short-term returns as others who use momentum-based trading strategies, but over the long haul I'm willing to bet you'll see a better overall average return than they do.
"QUICK ANSWER What @Mike Haskel wrote is generally correct that the indirect method for cash flow statement reporting, which most US companies use, can sometimes produce different results that don't clearly reconcile with balance sheet shifts. With regards to accounts receivables, this is especially so when there is a major increase or decrease in the company's allowances for doubtful accounts. In this case, there is more to the company's balance sheet and cash flow statements differences per its accounts receivables than its allowances for doubtful accounts seems responsible for. As explained below, the difference, $1.25bn, is likely owing more to currency shifts and how they are accounted for than to other factors. = = = = = = = = = = DIRTY DETAILS Microsoft Corp. generally sells to high-quality / high-credit buyers; mostly PC, server and other devices manufacturers and licensees. It hence made doubtful accounts provisions of $16mn for its $86,833mn (0.018%) of 2014 sales and wrote off $51mn of its carrying balance during the year. Its accounting for ""Other comprehensive income"" captures the primary differences of many accounts; specifically in this case, the ""foreign currency translation"" figure that comprises many balance sheet accounts and net out against shareholders' equity (i.e. those assets and liabilities bypass the income statement). The footnotes include this explanation: Assets and liabilities recorded in foreign currencies are translated at the exchange rate on the balance sheet date. Revenue and expenses are translated at average rates of exchange prevailing during the year. Translation adjustments resulting from this process are recorded to other comprehensive income (“OCI”) What all this means is that those two balance sheet figures are computed by translating all the accounts with foreign currency balances (in this case, accounts receivables) into the reporting currency, US dollars (USD), at the date of the balance sheets, June 30 of the years 2013 and 2014. The change in accounts receivables cash flow figure is computed by first determining the average exchange rates for all the currencies it uses to conduct business and applying them respectively to the changes in each non-USD accounts receivables during the periods.
What the BBB label tells me as a consumer is the company will be willing to work with me if there is a dispute.  The rating then tells me how good they are at resolving complaints.  Raw number of complaints is less important, because you kind of expect bigger companies to have more complaints.
If they specifically ask you this, don't try to make something up. If you know something about the company that actually interests you, you can start with that.   You can ask questions on what kinds of benefits/incentives they receive, their culture, or how they do things differently at their company.   IMO you can try to redirect this to how you think the fintech industry and position are right for you- that you want to do challenging work, solve difficult problems, work with incredibly smart people, and improve your skills and gain experience, and how you have read/heard that the company a big player in the industry, is well known for all of the above and is the right place for you to achieve your goals. (Why did you apply in the first place?)