Showing posts with label economics. Show all posts
Showing posts with label economics. Show all posts

Sunday, August 22, 2010

singapore's income gap

After my last post on Singapore's GDP, a friend commented that we have a record high GDP but the common person is not seeing any of it. I guess that's as good a segue as any to look into my next topic: the income gap.

This post is part of my horizon scanning research project.

The most common measure of income inequality or the income gap is the Gini Coefficient. When I first studied this ten years ago in university, I distinctly remember having the impression that Singapore had a very low Gini Coefficient.

Well according to the 2009 UN Development Programme report, Singapore had the second highest Gini Coefficient in the world after Hong Kong. Here's an article from Businessweek. In a nutshell, here are the top three winners:
No. 1 Hong Kong
Gini score: 43.4
GDP 2007 (US$ billions): 207.2
Share of income or expenditure (%)
Poorest 10%: 2.0
Richest 10%: 34.9
Ratio of income or expenditure, share of top 10% to lowest 10%: 17.8
Renowned for its high concentration of Rolls-Royces, expensive real estate, and posh shops, the Chinese special administrative region has plenty of rich who enjoy showing off their wealth. However, Hong Kong also has one of the largest public housing sectors in the world, with about half the population living in government-supported or -subsidized housing estates. The city has no minimum wage—except for domestic helpers from the Philippines, Indonesia, and other countries.

No. 2 Singapore
Gini score: 42.5
GDP 2007 (US$ billions): 161.3
Share of income or expenditure (%)
Poorest 10%: 1.9
Richest 10%: 32.8
Ratio of income or expenditure, share of top 10% to lowest 10%: 17.7

Singapore is one of the world's most open economies, and it suffered badly following the bankruptcy of Lehman Brothers last year. Recently, though, the city-state's economy has rebounded, with GDP growing an annualized 14.9% rate in the third quarter compared with the previous quarter.

No. 3 U.S.
Gini score: 40.8
GDP 2007 (US$ billions): 13,751.4
Share of income or expenditure (%)
Poorest 10%: 1.9
Richest 10%: 29.9
Ratio of income or expenditure, share of top 10% to lowest 10%: 15.9
The share of income for the top percentile of Americans was 23.5% in 2007, the highest since 1928, according to Emmanuel Saez, a Berkeley economist who won the prestigious John Bates Clark Medal in April. Income for the top 0.01% hit a record-high 6.04%. And the recession may be exacerbating income inequality.
I also found an interesting analysis of Singapore's recent Gini Coefficient performance at squareCircleZ. Here's the graph that it compiled based on Straits Times data, and the observation that "The rapid rise from 2002 and spike in 2007 were due to several factors, including rapid population increases (through immigration) of higher-income people, and a subsequent boost in the overall economy. The drop in 2008 and 2009 is due to the Global Financial Crisis, where many high-paying jobs either disappeared, or bonuses were slashed."
So what does it mean for us if the income gap is widening? According to my favourite academic resource Wikipedia, there are a few broad outcomes of income inequality. These include an erosion of social cohesion (less trust and less community involvement), poorer population health (with negative impact on life expectancy, economic growth and infant mortality) and lower economic growth (Gini Coefficient of below .25 or above .40 is bad for growth).

In Singapore's case, the rise in income inequality is almost definitely due to the recent emphasis on attracting foreign talents, so an argument for the necessity of income inequality would go along the same lines: these people may seem overpaid, but they are the ones driving profits and creating employment that will eventually benefit the entire country. The lower income groups may seem relatively worse of, but in absolute terms they are still in a better position.

Mr Brown made a case against just such an argument in 2006, and it cost him his column in Today. Here's the account as reported by fellow blogger Alex Au aka Yawning Bread.
Lee Kin Mun, who writes under the pseudonym "Mr Brown", wrote a harsh, though humorous, commentary on June 30 concerning Singapore’s rising cost of living, mentioning that latest official statistics showed that one in every three Singaporean households had suffered a reduction in income over the last five years. The irony, which was not lost on the island state’s government, was that Lee cited official statistics to bolster his argument.
Of course, Mr Brown wrote that article in 2006, in the aftermath of 9/11, the dot.com bust and a worldwide recession. Looking at the numbers again, the last five years seem to have been a lot better for the average Singaporean. Here is a table put together from SingStat's Key Household Income Trends, 2009 report and the Time Series on CPI & Inflation Rate. The real change in household income is definitely overall positive for these last few years, especially 2005-2008.


Of course, someone looking to buy a car might not appreciate how much his real income has increased, as shown in this chart from Singapore Real Estate. This is also a sharp reversal of the trend that saw Cat A COE prices fall from $30,000+ in 2003 down to $10,000+ in 2008. I don't have any good data showing the price of public transport, but it's pretty clear that that is going up too. Yet the CPI measure for transport has barely moved (from 98.3 to 100) from 2005 to 2009, it will be interesting to see when the figures for 2010 are released.

And as mentioned in the previous post, someone looking to buy a house (like me) isn't exactly spoilt for choice either. The CPI measure for housing has increased almost 25% (from 84.1 to 100) from 2005 to 2009.

Lastly, here's another recent article on the cost of living in Singapore. HR Consultancy Mercer has ranked Singapore the 11th most expensive city in the world. It should be noted that this is for expatriate employees, who would not be eligible for government subsidised housing, hence clearly accomodation would be a huge chunk of their expense. Nevertheless, given our cheap food and cheap (relative to others) public transport, I'm quite surprised to see us so high on the list. Is this another wake up call?

Up till now, I've just been getting a grasp on the current situation. It is definitely worse than I thought before I started doing this research, but I'm not quite ready to draw an conclusions yet until I read a little more on income inequality. One thing is clear, as my friend pointed out, is that this could have an impact on the next election. In democracies, the lower income groups may have disproportionately small spending power, but they have equal voting power, especially when the lower income group is disproportionately large.

And finally, another interesting way to visualise the income distribution is as a parade of dwarfs and giants, as depicted by Dutch economist Jan Pen in 1971. This is the concept:
Suppose that every person in the economy walks by, as if in a parade. Imagine that the parade takes exactly an hour to pass, and that the marchers are arranged in order of income, with the lowest incomes at the front and the highest at the back. Also imagine that the heights of the people in the parade are proportional to what they make: those earning the average income will be of average height, those earning twice the average income will be twice the average height, and so on. We spectators, let us imagine, are also of average height.

Pen then described what the observers would see. Not a series of people of steadily increasing height—that’s far too bland a picture. The observers would see something much stranger. They would see, mostly, a parade of dwarves, and then some unbelievable giants at the very end.
A friend sent me the Singapore version of the parade some years back, and it is quite an interesting read. Unfortunately I cannot find it online to link to or attribute, so at the risk of making this the longest and most un-original blog post ever, I am going to reproduce it in full. I am quite curious how the parade would look today, after the foreign talent policy.
In literally the first few seconds after commencement, we observe a number of people of negative height passing. On closer inspection they look like businessmen who have suffered losses. In fact, they are not necessarily short people – some of them are awfully tall, with their feet on the ground but their heads deep in the earth; they are in a severe liquidity constrained position. The market is never sentimental – many are attracted to the successes of private enterprise, which, however pass them by. Indeed, an EPD study found that only less than half of new firms set-up survive the sixth year.

After this tragic-comic opening, tiny gnomes rush by, the size of a matchstick then a cigarette. This contingent could include: housewives who do some part-time work, school kids working at McDonalds, etc.

The heights of the next group of participants though still very small – about 3 feet – increase by leaps and bounds. They are quite a mixed bunch: they may include a few owners of small shops, but mostly people not in formal paid employment – retirees, people with physical handicaps.

The ordinary workers, about whom there is nothing out of the ordinary except that they are in the lowest jobs. The contingent of cleaners & labourers is clearly visible. The unskilled clerks and other admin workers march in front of the unskilled manual workers. We have ample opportunity to observe them at our leisure. It takes almost fifteen minutes before the passing marchers reach a height of substantially more than four feet. For the spectators it can be a rather disturbing sight: fifteen minutes is a long time to keep watching small people pass by who barely reach to our midriff. More than a third are women. In embarrassment we avert our gaze and look towards the direction of the next contingent in hope of catching sight at long last of normal height persons.

But a surprise awaits us – we keep on seeing dwarfs. They are gradually becoming a little taller, but it's a slow process. They include the masses of workers, just ordinary people from the heartlands sometimes with not inconsiderable technical knowledge - a testimony to our excellent ITE training programmes. After ten minutes, the small people approach our collar bones. We see the skilled manufacturing workers, those from our polytechnics. There are also office workers, all respectable persons.

We are now half-hour into the parade; we know that the entire event will last an hour and hope to be able to look at the marchers straight in the eye, this is not so. We still look down on the top of their heads, and even in the distance we do not pick up an obvious improvement.

It is after 45 minutes or about 12 minutes before the end that the average income recipients pass by. We are interested in who these people are and crane our necks to get a better look: SBS bus drivers, lower grade teachers and civil servants, some IT people, older NCOs in the SAF, shopkeepers, sales representatives, insurance agents, foremen.

After the average income recipients have passed, the scene changes rather quickly. The marchers' height grows; seven minutes later we see the arrival of the top 10%. The head of this group to our surprise are still people with fairly modest jobs: school principals, analysts at brokerage firms, small contractors (PCK Ltd?), mid-ranking army officers (perhaps up to the rank of Colonel), SilkAir pilots. These are people who never thought they belonged to the top ten percent. Again office staff, department/division heads, but not the genuine top executives.

In the last few minutes, giants suddenly loom. A lawyer, not exceptionally successful, 18 feet tall. A Brigadier-General of similar height. Some (private sector) doctors come into sight, engineers at the large pharmaceutical companies.

There is still one minute to go, and now we see towering fellows. A Permanent Secretary about thirteen yards tall, a High Court judge, CEOs of some GLCs, eye surgeons, corporate lawyers.

During the last seconds, the scene is dominated by colossal figures. Most of them prove to be successful businessmen, managing directors of large firms sitting on many boards, top TCS stars.

The rear of the parade is brought up by a few participants who are measured in miles; their heads disappear into the clouds – Khoo Teck Puat, Kwek Leng Beng, Wee Cho Yaw and perhaps Olivia Lum.

Suddenly the parade is gone – the income recipients disappear from sight.

It appears that we have organised a parade of dwarfs. Indeed, a striking fact is that we had to wait so long for the average income recipient. This of course reflects the rich people bringing up the rear. Not only do they attract the attention of the spectator so much, but they also raise the average; it shifts to well above the great mass of income recipients. For that reason by far the greater part of the parade consists of small men and women, and not to mention the dwarfs. If we were to exclude from the parade those who bring up the rear, say during the last minute, the average height would drop considerably. Those remaining in the parade would not become taller mind you, but the impression would be removed that we have organised a parade of dwarfs.

Each of us has a particular spot in the marching contingents at every parade. Each of us is a participant and witness of a dramatic spectacle.

Wednesday, August 11, 2010

will the casino save us?

The headlines of 2010 and 2008 are an interesting contrast.

Singapore officially in recession, 21 Nov 2008, BBC
Singapore's economy shrank between July and September, confirming it was the first Asian country in recession in the current financial crisis.

Singapore May Pass China as Asia's Fastest-Growing Economy, 9 Jul 2010, Bloomberg
Singapore may overtake China as Asia’s fastest-growing economy this year

This post is part of my horizon scanning research project.

From the first country in Asia to enter recession to the fastest growing economy in the world. What is the significance of this?

1. Is this just an indicator of how reliant we are on international trade; are we merely a volatile indicator of the health of the world's economy?

2. Does the answer lie in PM Lee's national day message? "This exceptional performance is the fruit of Singaporeans’ united response during the crisis. This enabled us to take full advantage of improved global conditions." Have we improved the fundamentals of our economy, to fare better in the future regardless of fair or foul business conditions?
3. Or is this just the coincidental timing of the opening of our two new Integrated Resorts, and the flood of foreign investment and tourism they have brought with them. And if so, will this rush last, and how sensitive will it be to future business cycles?

I've been asking myself these questions because of a bigger question in my mind. How well will Singapore weather a double dip recession, if we get hit by one in the near future?

After several weeks of surfing the net in my spare time, I'm no closer to finding the answer to these questions. I have, however, made a few interesting observations, particularly about the third point.

The graph below from SingStat shows manufacturing is on the decline. The growth industries over the last few years are construction and business services, both of which are probably influenced greatly by casino-related activities in the past five years. So the casino definitely has had a positive impact, and the question remains whether this impact will be long-term, and how sensitive it will be to business cycles.

Tourism as an industry seems to be quite susceptible to the health of the global economy. Singapore's own visitor arrivals reflect this, with dips corresponding with the recession in 2001-2003 and the global financial crisis from 2007-2009.
Since I can't find any research on the sensitivity of casinos to the economic cycle, the next best thing was a dataset provided by the Bureau of Economic Analysis. This allows me to view GDP data by industry and metropolitan area over the last ten years. So for example, I can see how the GFC has affected the gambling and entertainment industries in Las Vegas and Atlantic City. I can also compare it to the growth of other core industries such as Finance in NYC and Chicago, or a mix of industries in Philadelphia as controls.

This table shows the absolute GPD figures for each metropolitan area and industry
This chart show normalised growth rates by dividing the GDP by the first year

The first observation is that Las Vegas did really well, in fact both its gaming and hospitality industries did the best over the eight-year period. Atlantic City was also growing in the later years. So maybe they really are immune to economic trends. But then again, the third best performer is the finance industry of New York. Is it possible that the global financial crisis - the worst recession since the great depression - missed Wall Street?

The Economics of Casino Gambling seems to be the most widely cited paper on the topic of the economics of the casino industry. And while it didn't answer my questions, I did learn quite a bit about casinos.

  • Social resistance to the casinos will probably be a passing phase. Gambling and casinos were illegal and frowned upon in most U.S. states until the 1970's, because of concerns that introducing casinos would bring with them many social problems. Sounds familiar? And most of the policies introduced to mitigate these social concerns were more symbolic than effective. Having been to both Las Vegas and Atlantic City, and the surroundings, I don't recall much overt opposition to the casinos in the present day.

  • The casino might lead to growth that is sustainable over a decent length of time. "Nevada was among the three fastest growing states in the United States for each of the last four decades of the 20th century. Nevada's major city, Las Vegas, was one of the five fastest growing metropolitan areas in the country in each decade over the same period."
On the bright side, if we do go into recession again, housing might become affordable again.



Saturday, May 12, 2007

how to structure a housing loan

If you are new to this blog, please see this entry (just below) first. You may also be interested in the decision process that led to choosing HDB over Condo.

May, Varushka, Otto, Prata and Xiaoming are quintuplets. (Nevertheless in order to be politically correct they have been given multi-ethnic names, but which in no way dictates their level of intelligence in the decisions to come.) In true sibling fashion, they have all chosen to get married on the same day (to different people) and have bought identical flats at the same time. However, they have chosen different approaches to taking up the housing loan.

Each married couple has savings of $100k. Their flats all cost $250k. As they all do not qualify for the HDB Loan, they can take a maximum loan of $200k (80% loans have better interest rates), leaving them with $50k to save or invest. They also have spare income of $2k each month to pay off the loan, save, or invest. (In this calculation the exact numbers are not important, as long as they are kept constant.)

May does not like to be in debt for too long. She decides to take the full $200k loan amount for a 10-yr period. She puts her remaining $50k into a diversied portfolio of unit trusts managed by her financial advisor, along with the balance of $2k left over from monthly payments.

Varushka decides to do the same thing as May, but over a 15-yr period.

Otto consults an investor friend and is advised to take the longest loan possible, so that he can use more of his monthly income towards investments. So he also takes the maximum $200k loan, but over a 20-yr period. (Can go up to 35 years but that would mean a lot more Excel columns to fill. 20 yrs should suffice to measure the desired result.)

Prata decides to follow Otto's method. But because he is debt-averse, he decides to sink his remaining $50k into the purchase, so that he only takes a $150k loan over the 20-yr period.

Xiaoming also wants to follow Otto's lead, but he also plans to refinance his loan every three years. Hence he takes a $200k loan over 20 years with refinancing every three years.

The question in all their minds is this: at any point in time over the next 20 years, if something happens that requires them to terminate the housing loan (most likely selling the house), what would be the total value of their assets? And how would this vary over time depending on the loan structure?

There are a number of other variables that affect the calculation, the two biggest being the variable interest rate of the housing loan (currently 4%) and the return on investment. The following two graphs (using OCBC loan calculator) show two opposite cases of the possible outcomes.

For the first graph, the return on investment consistently exceeds the interest rate by 4%. In this case, interest rate is 4% and investment return is 8%.

For the second graph, the investment return underperforms the loan interest rate by 4%.

It can be seen that the performance ranking of each strategy is almost entirely dependant on the relative performance of investment and interest rates. If investments underperform, the short-term loans and smaller loan amounts do better, and vice versa. The only consistent thing is that a loan with refinancing performs marginally better than a loan without refinancing.

When the quintuplets buy their property, they know that there are two likely outcomes. Either they will stay there for the rest of their lives or they will upgrade to private propertly in approximately five years. Hence, let's zoom in on the total asset value for each strategy for these two time frames.


In this case, the choice is pretty clear. If you think you can reap a good return on investment for spare capital, then clearly you should take the largest possible loan over the longest possible time period. For added kick, you should also refinance periodically. And if you decide to terminate early, then it doesn't really matter which loan you took.

So which bank should you go to? Most are quite competitive, but the following comparison between DBS, OCBS and Maybank shows quite a clear leader over 20 years, but in the short term it doesn't really matter.

In summary, the brevity of this post does not quite belie the depth of analysis it is based on. Nonetheless there is no time to go into further detail, or I'd never get this out. So I hope it provides a useful starting point for other people thinking about such things. The two key points to note:

1) If you are not averse to investment risk, take the largest possible loan with the longest possible duration and dump all your savings and spare capital into the investment market. If you are risk-averse, then just take the smallest and shortest loan possible.

2) If you qualify for a loan direct from HDB, just take it. If you can't get the HDB loan, get the Maybank one. (Correct at the time of writing.)

And pray that my appeal for the HDB loan goes through :)

25,000 Excel cells went used the making of these calculations.

Wednesday, May 09, 2007

the truth about housing loans

After making the decision between HDB vs Condo, we bought the HDB. The next big financial decision is what kind of housing loan to take. A cursory survey of the banks shows that rates are pretty competitive.

POSB HDB Loan

OCBC Home Loan

Same same lah. So the question isn't really which bank to take the loan from, but rather how large a loan to take and how long a loan period. The truth about housing loans is that the interest is heavily front-loaded; this means that the bulk of the interest is paid in the early years of the loan. Let's take a look at this 10-year loan for $200,000.


Yellow shows the loan outstanding, blue shows the principle repaid and red shows the interest repaid. Blue + Yellow at any instant = $200,00 which is the loan amount. While the amount of interest paid increases over time, it slopes up sharply in the early years and flattens out in the later years. Just how big is the difference? Let's zoom in ...

This shows that 72% of the interest payments have already been made by the 5th year. 47% has been repaid by the 3rd year. So if you decide to terminate the loan early (for example to upgrade a larger property), you would already have paid up most of the interest.

So what does this mean for us? Take a larger loan over a longer period and invest your spare cash or take a smaller loan over a shorter period and get it over quickly? I'll explore this another day, I'm sleepy.


Sunday, April 01, 2007

mixed signals

I am a very confused person.

While my private investor friend is sending me articles like Will the Sub-Prime Mortgages Implosion Meltdown the Stock Market? and Durable goods data and investment data point to US hard landing in 2007, my broker is telling us he has decreased his cash levels from 60% to 20%.

The U.S. and Singapore markets are so closely tied, one of them must be wrong. But who?

I'm so tempted to just liquidate all my holdings so I don't have to worry about the market anymore. Quit while I'm ahead. But that's how I missed the last run.

Saturday, July 15, 2006

trust no one

I have trading accounts with four different brokerages, so I generally get lots of advice on the market situation. (Of course they flood us with information, because information makes us feel empowered to make decisions, and decisions mean transactions which means commission for them.) We all know that nobody can ever really predict the stock market, but sometimes the difference in opinion are mind boggling.

Just look at these advice from the last two months, when our stock market was quite tumultous. This first one was from last week, after the market had been rallying for a week or two.
DBS Broker 10 Jul (The Bear)
Current market still looks like a sell first ..
If you "intend " to sell during the last sharp fall, now it's the best time to SELL
(as prices are higher by 50% from the low )

POEMS Broker 9 Jul (The Bull)
With Wall Street having taken a beating on Friday due to the unimpressive unemployment figures (starting another trend of inflation worries which leads to interest rate hike worries), I would expect the STI to take a breather next week and move toward the lower uptrend support channel. As with last week, my opinion and strategy is still to accumulate on dips but to no more than 50% of your portfolio. A breakout from the 2450pts level will justify an increase in equity weightage.
Perhaps even more worrying was the advice they were giving a month ago as the market was falling ... but before analysts had quite decided whether or not we were in a bear market.
DBS Broker 26 May (The Bull)
STI yesterday hit a new low intra day but closed above 2400
Although STI went lower intra day, prices of most stocks didn't fall lower

This scenerio is a "reversal" situation.
What it means, market will do a "reversal" soon and go back up

If you are thinking of buying, this is a great buying opportunity
No change in my forecast and targets for STI ( will only change if the
fundamentals and technical meet )
No change in the stock pick

This is not the begining of a bear run yet
Uptrend of STI is still intact
2700 target still maintain over the next few months

POEMS Broker 23 May (The Bear)
I usually do not provide a mid week update on my weekly mailing list. But circumstances dictate otherwise. As can be seen, the STI found support on the 2400pt level. Given the drastic drop over the past week, the volatility of the STI has increased significantly.

This environment is ideal for traders looking for high risk high return. However, I would like to caution against traders holding your position beyond 2 days. Buy on dips and wait for the technical rebound to sell. Do not get greedy. Once you have bought, place your sell order to remove the “greed” element when the technical rebound occurs.

For mid-term / long term investors, the situation is still not clear. Volatility is still too high to say where the market is truly headed. The market moved down or is moving down on high volume and this is not a good sign. Wait till volume has dried up before picking up stocks. If you wish to take less risk, wait for the volume dry up and then the breakout on high volume to re-enter the market.
If you take a look at the corresponding graph for the STI, you get a pretty good idea of who has been giving the better advice. And as for the other guy, he's been wrong so many times (on this and other recommendations) I'm surprised he is still in business. Thankfully I've never given him any.


Of course the most annoying thing was that the analysts finally reached agreement in mid-June that we were truly seeing the start of a bear run. So I started cutting losses. And of course the market promptly began recovery. Well, that's very much like what my finance professor used to say ... the sentiment is usually the flip side of reality.

Saturday, August 13, 2005

efficient markets

Since graduating, I've realised how much some of the stuff I learned about the world fails to describe reality. Today I shall take issue with the Efficient Market Hypothesis (EMH).

It took me a very long time to start playing the stock market, simply because I felt the small investor is severely disadvantaged. We do not have the information resources of investment banks; neither do we have the economies of scale or the ROI to warrant buying this information or doing our own research. Worse still, I already lost so much money on Unit Trusts during the 2001 recession that I'm loathe to let anyone else manage my money. So I put it all in the bank earning a miserable 1% interest , and I blame the EMH.

Recently, I finally took the first steps into the market. I figured it's just for the learning experience, so if I lose money I'll consider that as tuition fees. My own experiences have since invalidated this theory, at least in Singapore. It is possible to make money, just by reading the newspaper and surfing the net.

Take the example of the casino. Everyone just knew the casino was coming. The government doesn't waste time creating a ruckus and inviting criticism over something it does not fully intend to implement. So you'd expect the stocks of companies involved in the casino to go up. In December 2004, the Business Times highlighted 3 property groups that stood to gain from the casino. Even after it was announced that we were proceeding with the casino, it took more than 2 weeks for their stock prices reacted to the news. In January, another company announced its intention to bid for projects both on Sentosa and in Marina and although the price increase was immediate, it was gradual enough for an attentive investor to hop in early and make a decent gain.

The other thing is information tools. SGX actually provides free stock analyst reports for anyone to download. So In January, I started an experiment - I dumped 1 lot of every stock rated a strong buy into Yahoo Finance, to test how good these recommendations are. Since then, they have gone up a decent 9%.

I hate to waste a good blog entry. Which is why I'm still posting this after I equalised the weight of each share in the portfolio and realised that the average increase was reduced to only 4%. Then I compared it to the STI which went up 10% over the same period. So does that mean if you randomly picked 10 stocks, you'd do better than following the recommendations of investment banks? So much for the premise of the post bah.

Not satisfied with their overwhelming information advantage, they are now out to mislead the public as well?? Sigh don't invest lah.

Table 1:
Symbol Last Trade Paid Gain
A03.SI 3:28am 0.115 0.14 -17.86%
E02.SI 5:05am 0.45 0.37 21.62%
5DP.SI 4:48am 0.275 0.27 -5.82%
H14.SI 4:58am 0.22 0.25 -12.00%
H64.SI 4:53am 1.37 1.28 5.22%
S19.SI 5:05am 0.49 0.33 48.48%
S63.SI 5:05am 2.58 2.27 13.66%
T03.SI 5:05am 0.54 0.39 38.46%
577.SI 3:55am 0.145 0.16 -9.38%
596.SI 4:58am 0.18 0.3 -40.00%

- -
Average


4.24%