2016년 2월 28일 일요일

[Keyword Clip] Jonitor's Dream

http://turtletrader.com/pdfs/janitor.pdf

“In the existing sciences much of the emphasis over the past century or so has been on
breaking systems down to find their underlying parts, then trying to analyze these parts in as
much detail as possible . . . But just how these components act together to produce even some
of the most obvious features of the overall behavior we see has in the past remained an almost
complete mystery.”
                                                                                                                       Stephen Wolfram
                                                                                                             A New Kind of Science

https://serendip.brynmawr.edu/local/scisoc/emergence/DBergerNKS.pdf

[News Clip] Happy workplaces are the building blocks of sucess

Companies with a reputation for strong employee engagement and creating a happy workplace generate good publicity and cachet for their chief executives. But these companies are finding that what makes a great employer can also lead to business success.
In fact, the link between employee attitudes and business performance has been known for decades. A series of influential experiments from the 1930s, known as the Hawthorne studies, showed the impact of improved workplace environments on overall factory outputs. One finding was that reducing the working day by half an hour saw productivity improve.
Later, James Worthy, a sociologist-turned-executive, wrote in 1950 of increased autonomy for employees leading to improved morale and productivity.
While some have argued that successful companies make employees happy, not the other way round, academic studies have steadily discredited this view.
One of the most comprehensive studies on the topic is Gallup’s 2012 research of 192 organisations in 49 industries and 34 countries, covering 50,000 business units and 1.4m employees. It found that business divisions scoring in the top half of reported employee engagement had nearly double the performance outcomes compared with those in the bottom half.
14m
Number of times Netflix’s slideshow on corporate culture has been viewed online
The authors concluded: “Financial performance is best viewed as a downstream outcome . . . Employees with positive attitudes toward their workplace are likely to carry those attitudes over to customers and to engage in the discretionary effort it takes to serve . . . at a high level.”
Yves Morieux, director for the Boston Consulting Group’s Institute for Organization, believes the debate is now over. “Happy employees create high-performing organisations . . . because there are more opportunities to satisfy their aspirations, job security, chance of promotion, career development [and] wages,” he says. “That is obvious . . . if the company is very productive but does not maintain satisfaction at work then in a few years performance will drop.”
But many employers have yet to cotton on. Employee engagement and happiness at work is in decline. Separate studies by the Conference Board, Gallup and Quantum Workplace found that employee engagement has been falling for the past decade or more. Mr Morieux attributes this to a “proliferation of cumbersome processes, systems, scorecards, metrics, meetings — what I call ‘complicatedness’. People spend between 40 per cent and 60 per cent of their time wasting their time, working on less and less value-added activity.”
If the bonus is very significant then your goal becomes to earn the bonus
- Yves Morieux, Boston Consulting Group
By contrast, best practice employers are “turning the engagement process into a lot more than an annual event,” says Jim Harter, Gallup’s chief scientist for workplace management and wellbeing. “They embed it in how people think about their day-to-day work . . . education and training, development that focuses on the natural talents and strengths in the team. Helping people feel like they are the future of the organisation and helping them do what they do best.”
Teamwork and collaboration are consistently linked to increases in innovation and discretionary effort, shaping how some companies now think about reward packages. “You must be very careful with reward and bonuses,” says Mr Morieux, “because if the bonus is very significant then your goal becomes to earn the bonus. And then you will do everything you can to earn the bonus, including hiding, exaggerating and why not cheating? These strong incentives are counterproductive if you want people to co-operate.”
Netflix, the digital broadcaster, pays only salary and not bonuses. It allows staff to choose their working hours.
A seemingly dull set of 124 PowerPoint slides outlining Netflix’s employment culture has become a surprise viral hit, now viewed close to 14m times.
Mr Morieux believes the Netflix model has become “an archetype”. He adds: “The Netflix values include management that is about ‘context, not control’, creating the right environment that inspires people, that provides direction and transparency — as opposed to top-down decision making, approvals processes and committees.”
Lego, the Danish toy manufacturer, also credits employee empowerment as central to its success. The Lego group chief executive, Jorgen Vig Knudstorp, is widely quoted as saying “blame is not for failure, it is for failing to help or to ask for help”.
Mr Morieux says: “When you use this principle it changes everything because suddenly it becomes in people’s interest to be as transparent as possible about their real weaknesses, their real forecast, as opposed to hiding or protecting themselves . . . The way [Lego] describe it is, ‘don’t think less of yourself, but think of yourself less’. This is precisely to promote co-operation.”
Lego, along with the likes of Google and WL Gore, a US manufacturing company, has a flat management structure. Layers of management are effectively stripped out, leaving only the employees, a cadre of team leaders and the executive team. WL Gore’s 10,000-plus employees are divided into self-managing teams of eight to 12 people who set their own work and pay. Staff also to elect the company’s chief executive.
What does this say, then, for the future of managers? Yves Duhaldeborde, director of organisational surveys and insights at consultants Towers Watson, argues that managers — the ones that are left, at least — actually become even more important in flatter structures.
“What people need from managers is not someone they get permission from, but the person who coaches and gives meaningful feedback,” he says. “Good people management is key to having happy people in an organisation.”
The best managers build “a sense of trust and autonomy” in teams, adds Mr Harter of Gallup. “Getting that right leads to higher performance.”

[News Clip] Machine learning on wall street

[Comments from Forum]
https://news.ycombinator.com/item?id=11154447


[List of firms using machine learning]
http://robusttechhouse.com/list-of-funds-or-trading-firms-using-artificial-intelligence-or-machine-learning/

[KENSHO]
https://kensho.com
http://www.cnbc.com/kensho/
http://www.forbes.com/sites/laurashin/2015/12/09/kensho-the-financial-answer-machine/#682c832e1942
http://www.nytimes.com/2016/02/28/magazine/the-robots-are-coming-for-wall-street.html?_r=0

2016년 2월 25일 목요일

[Paper Review] The Price of Gold: A Global Required Yield Theory



 
 I found very interesting paper(http://papers.ssrn.com/sol3/papers.cfm?abstract_id=520382) introducing gold valuation theory. The authors introduce simple but powerful assumption - accepting gold as a global real store of wealth. Based on simple assumption and math, authors successfully derive valuation equation for gold which works fine.
 
 
Their test results were up to 2002, so I will update this post as soon as running a backtest in near future. 




* * *



 They tested their theory from 1972 ~ 2002, and test results were quite astonishing. From their local gold prices and foreign exchange effects, mean percentage tracking error were 12%. As shown in [Figure 1]

 
 [Figure 1. Gold Price($) vs RYT model using quarterly inflation expectations]



Since there were one variable in their RYT model, they showed return based model which could minimize impact from estimating variable.

[Figure 2. Gold return estimation using quarterly data]













 
 

 
In conclusion, their formula explains key factor valuing gold price - growth/exchange rate, and inflation. I think authors' view of gold as a global real store of wealth makes gold a very attractive investing subject - an essential ingredient in asset allocation with multi assets. Even gold itself did not and will not have future value(cash) stream or earnings(equities have stream of dividends, bonds have stream have coupon), Real Yield Theory says that gold should provide a stream of services by maintaining real purchasing power over time.

 

 Gold price is proportional to change in domestic GDP/capita growth, domestic inflation, exchange rates and relative GDP weights.