Weekend Reading

Reading across disciplines is one of the best ways to improve our investment acumen. Here is a summary of some of the best articles I read this week. If you like this collection, consider forwarding it to someone who you think will appreciate it.

How to save the world?

Currently, the concentration of carbon dioxide in Earth’s atmosphere is around 414.68 parts per million (ppm) – there is consensus that, once the level reaches 450ppm it will raise the global temperature above 2 degrees Celsius, triggering extreme weather events and irreversible, catastrophic change. While some advocates of change suggest that the target should be 2030, Mr. Gates believes that’s unrealistic – carbon is too deeply woven into the fabric of everything we do – and could provide a distraction to the more significant goal of zero emissions by 2050.

When asked on betting on a single breakthrough happening in the next decade that really was a game changer, he says, “Well, part of the point of the book is that [we can’t rely on a] single breakthrough, we need artificial meat, we need lithium... But I would say, if you can get super-cheap green hydrogen, it sits in terms of the industrial economy at the peak. So, if you pencil in ridiculously low-cost hydrogen, then I can tell you how to make clean fertiliser and clean steel, and even clean aviation fuel.” Lastly, he says that he is optimistic about the world being net zero in terms of carbon emission by 2050.

https://www.wired.co.uk/article/bill-gates-interview-climate-crisis

 

AI in financial research

Technologists at Morgan Stanley have developed a virtual assistant that helps people throughout the organization plumb useful information from the 50,000 research reports the investment bank generates every year. “Our research reports can be many, many pages long,” said Eden Kidner, global head of research technology at Morgan Stanley. “And now we’re getting to the ability to actually find specific charts and paragraphs within the reports that answer questions.” The AskResearch bot is an example of banks ramping up the use of AI in different parts of their business.

“What we are seeing on the AI side, especially in natural language processing, is really amazing,” said Brad Bailey, research director for capital markets at Celent. “One aspect is the ability to get content from all types of structured and unstructured data and leverage that in numerous ways is a competitive edge and a huge benefit to client service.” The bot uses machine learning and natural language processing to become better at answering questions over time, Kidner said. The bot can retrieve earnings-per-share estimates for any company, or any of 50 other fundamental metrics the bank tracks or forecasts. It understands abbreviations like GDP (gross domestic product), so they don’t have to be spelled out, and synonyms. It understands multiple ways of asking questions.

“Trying to enable the bot to be able to find a specific paragraph, a chart or something that sits deep within that research and distill it up — that's where the high value of this bot is," Kidner said. "It’s also the biggest challenge to solve for." In the past, it typically took 10 minutes to go to the research portal and find a piece of research, he said. With the bot, the task takes less than a minute.

https://www.americanbanker.com/news/morgan-stanley-creates-bot-that-does-junior-analysts-work-faster

 

Can Shopify beat Amazon at its game?

Shopify isn’t doing what Amazon does - it isn’t competing directly and it wouldn’t fit inside a competition lawyer’s market definition. But it challenges Amazon at a very basic point of leverage by doing something different, but relevant. This is very often what competitive threats look like in technology. In markets with strong network effects or winner-takes-most effects, it’s very hard to displace a new incumbent directly, but pretty common to address an underlying customer need in another way. So, Google doesn’t think about Bing nearly as much as it thinks about Amazon and Facebook, and Amazon thinks about Shopify, because they change what the businesses might be, and offer your customers a different way to solve their problem.

https://www.ben-evans.com/benedictevans/2021/2/17/shopify

 

You are as good as your team

The legend of Steve Jobs is that he transformed our lives with the strength of his convictions. The key to his greatness, the story goes, was his ability to bend the world to his vision. The reality is that much of Apple’s success came from his team’s pushing him to rethink his positions. If Jobs hadn’t surrounded himself with people who knew how to change his mind, he might not have changed the world.

For years Jobs insisted he would never make a phone. After his team finally persuaded him to reconsider, he banned outside apps; it took another year to get him to reverse that stance. Within nine months the App Store had a billion downloads, and a decade later the iPhone had generated more than $1 trillion in revenue.

https://hbr.org/2021/03/persuading-the-unpersuadable

 

Jeff Bezos - the greatest tech CEO ever?

What is clear, though, is that any attempt to understand the relentlessness of the company redirects to their founder, Jeff Bezos, who announced plans to step down as CEO after leading the company for twenty-seven years. He is arguably the greatest CEO in tech history, in large part because he created three massive businesses, all of which generate enormous consumer surplus and enjoy impregnable moats: Amazon.com, AWS, and the Amazon platform (this is a grab-all term for the Amazon Marketplace and Fulfillment offerings; it is lumped in with Amazon.com in the company’s reporting). These three businesses are the result of Bezos’ rare combination of strategic thinking, boldness, and drive, and the real world manifestations of Amazon’s three most important tactics: leverage the Internet, win with scale, and being your first best — but not only — customer.

https://stratechery.com/2021/the-relentless-jeff-bezos/

 

 

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A Year of Quantletters

I have been writing short notes on different topics related to quant based and systematic investing for the quantletter we publish every month as part of quantamental. 

I have extracted the notes and compiled them in one place for easy reading.

You can download it from here.

Weekend Reading

Reading across disciplines is one of the best ways to improve our investment acumen. Here is a summary of some of the best articles I read this week. If you like this collection, consider forwarding it to someone who you think will appreciate it.

Use tech to your advantage for preventing bad habits and nurturing good ones

Technology often creates a level of convenience that enables you to act on your smallest whims and desires. At the mere suggestion of hunger, you can have food delivered to your door. At the slightest hint of boredom, you can get lost in the vast expanse of social media.

When the effort required to act on your desires becomes effectively zero, you can find yourself slipping into whatever impulse arises at the moment. The downside of automation is that we can find ourselves jumping from easy task to easy task without making time for more difficult, but ultimately more rewarding, work.

When working in your favor, automation can make your good habits inevitable and your bad habits impossible. It is the ultimate way to lock in future behavior rather than relying on willpower in the moment.

By utilizing strategic onetime decisions and technology, you can create an environment of inevitability—a space where good habits are not just an outcome you hope for, but an outcome that is virtually guaranteed.

https://jamesclear.com/how-to-automate-a-habit

 

Build a "Murder Board" to kill your favourite ideas!!

We learn more from people who challenge our thought process than those who affirm our conclusions. Strong leaders engage their critics and make themselves stronger. Weak leaders silence their critics and make themselves weaker. This reaction isn’t limited to people in power. Although we might be on board with the principle, in practice we often miss out on the value of a challenge network.

Some organizations and occupations counter those tendencies by building challenge networks into their cultures. From time to time the Pentagon and the White House have used aptly named “murder boards,” enlisting tough-minded committees to shoot down plans and candidates. At X, Google’s “moonshot factory,” there’s a rapid evaluation team that’s charged with rethinking proposals: Members conduct independent assessments and only advance the ones that emerge as both audacious and achievable.

https://knowledge.wharton.upenn.edu/article/why-you-need-a-challenge-network/

 

The algebra of wealth: follow your talent

please read the full article and not just the excerpts here…

Successful people often unwittingly head fake young people with the humblebrags of “follow your passion” and “don’t think about money.” This is (mostly) bullshit. Achieving economic security requires hard work, talent, and a tremendous amount of focus on… money. Yes, some people’s genius will be a tsunami that overwhelms a lack of focus and discipline. Assume you are not that person. Rich is having passive income greater than your burn. People on a path to money focus on their earnings; people on a path to wealth also focus on their burn. Anyway, it’s not your income, but your income-to-expense ratio, that determines if you’re rich.

My observation is that there are four factors in the algebra of wealth: focus, stoicism, time, and diversification.

https://marker.medium.com/the-algebra-of-wealth-5798df7753d3

 

On how to change your mind

Changing your mind, more often than not, requires you to grapple with your own identity. Admitting that you were wrong feels personal. We have to face the fact that we’ve been walking around the world all this time believing in something that isn’t true. Even worse, we have to admit that we’re the type of person who walks around being wrong.

If somebody sees an idea, or an opportunity, or forms an opinion that is different from mine, I should say, This is an interesting opportunity to learn something from someone who sees things differently from me, and I wonder if they know something I don’t.

https://behavioralscientist.org/your-ideas-are-not-your-identity-adam-grant-on-how-to-get-better-at-changing-your-mind/

 

Remove "society's soundtrack" from your ears to be successful

By the age 45, Beethoven was completely deaf. He considered suicide, one friend reported, but was held back only by the force of “moral rectitude.” It’s here that Beethoven’s story veers toward legend. Cut off from the world of sound around him, working only with musical structures dancing through his imagination, at times holding a pencil in his mouth against his piano’s soundboard to feel the consonance of his chords, Beethoven produced the best music of his career, culminating in his incomparable Ninth Symphony, a composition so daringly new that it reinvented classical musical altogether.

Beethoven’s diminished hearing limited the influence of “prevailing compositional fashions.” Whereas his earlier work was “pleasantly reminiscent” of his instructor, Josef Haydn, his later work was spectacularly innovative. “Deafness freed Beethoven as a composer because he no longer had society’s soundtrack in his ears.”

https://www.calnewport.com/blog/2021/02/05/on-beethoven-and-the-gifts-of-silence/

For building a solid long term portfolio, look at subscribing to www.intelsense.in long term advisory.

For technofunda investing and positional trading, subscribe to our Hitpicks advisory service on www.intelsense.in

For momentum trend following systematic trading, subscribe to Quantamental at www.quantamental.in

Weekend Reading

Reading across disciplines is one of the best ways to improve our investment acumen. Here is a summary of some of the best articles I read this week. If you like this collection, consider forwarding it to someone who you think will appreciate it.

Bubbles are not always bad!

The dot-com bubble laid the tracks for the Internet as we know it today. A large number of tech start-ups with seemingly good ideas went out of business after the dot-com flameout. But that era planted the seeds for the next wave of innovation that occurred, which gave us services like YouTube, Facebook, Twitter, Airbnb and Google. Some people create life-changing levels of wealth during manias. Others lose their shirt when the bubbles pop. Yet all bubbles are not bad in and of themselves. The silver lining from a bubble is society often benefits from the sheer amount of money that pours to invest.

https://awealthofcommonsense.com/2021/01/why-bubbles-are-good-for-innovation/

 

The problems of putting everything online - poisoned water at home

Hackers remotely accessed the water treatment plant of a small Florida city last week and briefly changed the levels of lye in the drinking water, in the kind of critical infrastructure intrusion that cybersecurity experts have long warned about.

Sheriff Bob Gualtieri of Pinellas County said at a news conference on Monday that the level of sodium hydroxide — the main ingredient in drain cleaner — was changed from 100 parts per million to 11,100 parts per million, dangerous levels that could have badly sickened residents if it had reached their homes.

The authorities said the plot unfolded last Friday morning, when an employee noticed that someone was controlling his computer. He initially dismissed it because the city has software that allows supervisors to access computers remotely. But about five and a half hours later, the employee saw that different programs were opening and that the level of lye changed.

https://www.nytimes.com/2021/02/08/us/oldsmar-florida-water-supply-hack.html

 

You should not be very rich - for the sake of your children

Growing up in a family where your father’s pretty wealthy is much more complicated than growing up in a family where your father is not wealthy. When your family is not wealthy, you’ve got to really achieve something or you’re not going to get anywhere. You’re on your own.

Whereas my own children, and the children of families like mine, I think have a bit of a disadvantage. As a general rule of thumb, the people running the world are people from blue-collar families who are lower middle class. It’s rarely the case that somebody whose father was a billionaire turns out to be better than his father, becoming a multibillionaire or running the world.

https://www.nytimes.com/2020/03/12/business/david-rubenstein-carlyle-corner-office.html

 

Learning from sports applied in business or investing

There are many connections, similarities, and common underlying principles between sports, war, and business. The main connection between the three is that they represent instances of peak human competition and rivalry. And when there is competition, there are winners and losers. One of the key aspects that differentiate winners from losers, and one we can learn from, is mentality and psychology. However, athletes are some of the greatest peak performers in the world, and they are both alive and have made many mistakes we can learn from. They have many more opportunities for iteration and feedback loops than the rest, which is why sports psychology is highly interesting.

https://www.selfmastered.net/blog/sports-psychology-for-top-performing-entrepreneurs

 

10 Insane Facts From Bill Bryson’s “The Body”

The stratum corneum or the outermost layer of the skin is made up of dead cells. All that which makes us look good — our beauty — is literally dead. The global beauty industry estimated to be worth over $700 billion, is essentially for decorating deceased tissue. Our vanity, confidence, self-respect, ego, self-worth…is a sliver of dead skin.

Race is literally skin deep. Technically, it’s a few millimetres of the epidermis. It isn’t biologically significant or defined. Millimetres of dead skin and an intuition driven brain are the root causes of racism, socio-economic disparity, discrimination, bias, violence, eugenics, caste and slavery.

https://medium.com/illumination/my-body-is-a-temple-of-doom-7d0bf34ece07

For building a solid long term portfolio, look at subscribing to www.intelsense.in long term advisory.

For technofunda investing and positional trading, subscribe to our Hitpicks advisory service on www.intelsense.in

For momentum trend following systematic trading, subscribe to Quantamental at www.quantamental.in

Weekend Reading

Reading across disciplines is one of the best ways to improve our investment acumen. Here is a summary of some of the best articles I read this week. If you like this collection, consider forwarding it to someone who you think will appreciate it.

 

Plants which send emails (& act as sensors)!!!

Through nanotechnology, engineers at MIT in the US have transformed spinach into sensors capable of detecting explosive materials. These plants are then able to wirelessly relay this information back to the scientists.

When the spinach roots detect the presence of nitroaromatics in groundwater, a compound often found in explosives like landmines, the carbon nanotubes within the plant leaves emit a signal. This signal is then read by an infrared camera, sending an email alert to the scientists.

This experiment is part of a wider field of research which involves engineering electronic components and systems into plants. The technology is known as “plant nanobionics”, and is effectively the process of giving plants new abilities.

While the purpose of this experiment was to detect explosives, Strano and other scientists believe it could be used to help warn researchers about pollution and other environmental conditions.

Because of the vast amount of data plants absorb from their surroundings, they are ideally situated to monitor ecological changes.

https://www.euronews.com/living/2021/02/01/scientists-have-taught-spinach-to-send-emails-and-it-could-warn-us-about-climate-change

 

The power of feedback loops

The idea that people like (or hate) what other people like (or hate) is important, because it lets small ideas grow bigger than you’d guess if you assume everything is ranked by quality alone. Social momentum is hard to model on a spreadsheet, so it’s hard to predict or think about in terms that seem rational. But it’s so powerful.

A little momentum early on can grow into something enormous, well beyond what may have been predicted in the beginning. The same thing happens inside companies: Marc Andreessen says 80% of employee culture is just “winning.” The best employees want to work at companies that are winning, and when a company attracts the best employees it tends to win. If you don’t appreciate how powerful that feedback loop is you can be shocked at how dominant and wildly successful a few companies or products can become. Apple, Amazon, Tesla – they’re all enjoying the glorious feedback loop.

https://www.collaborativefund.com/blog/crazy/

 

The difference of being right and being successful in investing

The difference between good advice and effective advice. Good advice is everywhere. You don’t have to look very hard. People generally know what they have to do to improve their health, finances, or lifestyle. But knowledge alone is never enough to change behavior.

Good advice tells you how to succeed at something while effective advice shows you how to succeed. Good advice is about tactics while effective advice helps you build systems.

When all else fails, the go-to excuse for underperformance is “this was a low-quality junk stock rally so our more high-quality businesses were left behind.”

The insinuation here is all those other investors who bid up low-quality businesses must be idiots. It’s the perfect excuse because it makes you feel smarter than everyone else even when they’re making more money than you.

But sometimes low-quality businesses can be a great investment at the right price or valuation. And sometimes high-quality businesses can be a terrible investment at the wrong price or valuation.

Everyone already knows who the great companies are. The challenge comes from figuring out the value of those great companies and the expectations embedded in their price.

https://awealthofcommonsense.com/2019/05/the-difference/

 

Invert to solve big problems

Inversion is a powerful thinking tool because it puts a spotlight on errors and roadblocks that are not obvious at first glance. What if the opposite was true? What if I focused on a different side of this situation? Instead of asking how to do something, ask how to not do it.

Everyone wants to make more money. But what if you inverted the problem? How could you destroy your financial health? Before you worry too much about how to make more money make sure you have figured out how to not lose money. If you can manage to avoid these problems, you'll be far ahead of many folks and save yourself a lot of pain and anguish along the way.

https://jamesclear.com/inversion

 

Changing someone's mind

When we try to change a person’s mind, our first impulse is to preach about why we’re right and prosecute them for being wrong. Yet experiments show that preaching and prosecuting typically backfire — and what doesn’t sway people may strengthen their beliefs.

Instead of trying to force other people to change, you’re better off helping them find their own intrinsic motivation to change. You do that by interviewing them — asking open-ended questions and listening carefully — and holding up a mirror so they can see their own thoughts more clearly. If they express a desire to change, you guide them toward a plan.

https://www.nytimes.com/2021/01/31/opinion/change-someones-mind.html

 

For building a solid long term portfolio, look at subscribing to www.intelsense.in long term advisory.

For technofunda investing and positional trading, subscribe to our Hitpicks advisory service on www.intelsense.in

For momentum trend following systematic trading, subscribe to Quantamental at www.quantamental.in

Tools of the Trade

Every investor has a set of tools that he uses on a regular basis. I also have my toolset. In this post, I will cover these and try to describe how I use each of them. 

Hope you find these useful. Also, if you use any tool which is not in this list and find it compelling, do let me know. I gravitate towards free resources whenever possible, but if there is a great paid resource, then it is fine as well.

Information Management

Microsoft OneNote

This is my primary note-taking app. I have it on my laptop, tab and mobile. I have notebook for investing with the following sections, with each section comprised of many pages. For example, every company that I look at and study have a separate page, where I keep adding my notes over time.

Feedly

I use Feedly as my repository of most of all my online blog subscriptions. Here again, I have separate tags like economics, fundamental, technoquant etc.

Pocket

If I find a good article on the web, I use Pocket to save it for future reference. I use it extensively on all my devices.

Twitter

I used twitter very sparingly before. Recently, I have repurposed my usage. I have made lists like News, Investing, People I know, Technoquant etc. This helps me in segregating my feed. I have also started using twitter as a short term micro note taking app for what I may be reading or thinking at any time. At the end of the week, I review what I have noted and then copy any notes in OneNote.

Gmail

I have a gmail id where I save or forward all reading materials, especially broker reports, that I get from multiple sources like whatsapp or email or on the web. The benefit of using gmail is it is easy to search later.

JioNews App

I have migrated nearly all my reading to electronic form. JioNews app is a great resource where I can quickly skim through newspapers and business and current affairs magazines. 

Kindle

I have been reading books on an e-reader for nearly 15 years now. I started with using an Infibeam Pi and then migrated to Kindle when it started becoming available in India. Currently, am on my 3rd Kindle device. I have the basic version with backlight and absolutely love it. nearly all my book reading is on Kindle. Highlights and note-taking are the main features I love in the Kindle.

Portfolio Tracker

Google Sheets

I track my portfolio and watchlist on google sheets. Again, the advantage is I can access it on all my devices and I can customize my views and reports.

Fundamental Analysis

www.screener.in

The first port of call to look up a new company. I have a premium subscription. I use screener extensively for tracking my watchlist stocks, monitoring quarterly results, company announcements etc. Having added my favourite ratios to the company page, I can quickly view and understand the basic fundamentals of a company in under 5 minutes. I have customised the excel download feature and added some basic things I check myself. Although my custom excel is not as beautiful as a lot of others that are available, it seems to work well for me. 

http://forum.valuepickr.com

The second port of call for getting up to speed on any company.

www.trendlyne.com

I use the "Discover" feature extensively. Helps in surfacing specific announcements based on topic/category. Also, their youtube channel now has a lot of concall recordings.

www.tikr.com

Concall transcripts are available here and is very  useful in skimming through.

www.researchbytes.com

Concall recordings

www.tijorifinance.com

I will quickly go through tijori once in a while to see if something comes up  that has been missed in screener.

www.bseindia.com

When in doubt about numbers or while searching for annual reports, BSE site is my port of call.

www.tradingeconomics.com

Data and visualisations for all macro data.

www.ourworldindata.org

Interesting data, visualisations and reports on important topics.

Technical Analysis

www.investing.com

I love tradingview charting but the free version has a lot of restrictions. investing.com uses the same tradingview charts but has no limitations (or at least none that I have found that hinders my usage).

www.chartink.com

Use this for basic explorations or scans.

Metastock

Use Metastock nowadays only for slightly complex explorations which cannot be done on chartink.

Global Investing

www.finviz.com

A very good fundamental and technical scanner for US listed stocks

www.koyfin.com

Perhaps the best dashboard app out there. I use it for looking at global stocks that I own or have on my watchlist.

Weekend Reading

Reading across disciplines is one of the best ways to improve our investment acumen. Here is a summary of some of the best articles I read this week. If you like this collection, consider forwarding it to someone who you think will appreciate it.

Growing a table in the lab

Researchers at MIT have developed a new method for growing plant tissues in a lab — sort of like how companies and researchers are approaching lab-grown meat. The process would be able to produce wood and fibre in a lab environment, and researchers have already demonstrated how it works in concept by growing simple structures using cells harvested from zinnia leaves.

Forestry has much more obvious negative environmental impacts. If the work of these researchers can eventually be used to create a way to produce lab-grown wood for use in construction and fabrication in a way that’s scalable and efficient, then there’s tremendous potential in terms of reducing the impact on forestry globally. Eventually, the team even theorizes you could coax the growth of plant-based materials into specific target shapes, so you could also do some of the manufacturing in the lab, by growing a wood table directly for instance.

https://techcrunch.com/2021/01/20/mit-develops-method-for-lab-grown-plants-that-eventually-lead-to-alternatives-to-forestry-and-farming/

 

When to follow a system and when to go with your gut feel

Whether we are talking about football, investing, or medicine, decision makers are often faced with the question of whether to fully trust statistical models, go with their gut, or try to come up with a hybrid approach. If you are making a large number of decisions where the consequence of each individual decision is relatively small, perhaps it makes sense to let automation decide — to implement a “pure system”. The trouble arises when you are making a single important decision with enormous stakes. Then it becomes very tempting to disregard the models and go with your gut.

https://rationalwalk.com/monday-morning-quarterbacks/

 

Don’t waste your time on bullshit

Things that lure you into wasting your time have to be really good at tricking you. An example that will be familiar to a lot of people is arguing online. When someone contradicts you, they're in a sense attacking you. Sometimes pretty overtly. Your instinct when attacked is to defend yourself. But like a lot of instincts, this one wasn't designed for the world we now live in. Counterintuitive as it feels, it's better most of the time not to defend yourself. Otherwise these people are literally taking your life.

Arguing online is only incidentally addictive. There are more dangerous things than that. As I've written before, one byproduct of technical progress is that things we like tend to become more addictive. Which means we will increasingly have to make a conscious effort to avoid addictions to stand outside ourselves and ask "is this how I want to be spending my time?"

http://www.paulgraham.com/vb.html

 

The next wave of AI will be based on language

The 2020s are going to bring major advances in language-based AI tasks. GPT-3, a state-of-the-art natural language processing tool developed by OpenAI, will soon be able to produce short stories, songs, press releases, technical manuals, text in the style of particular writers, and even computer code. Cloud-AI services will enable the development of a new class of enterprise apps that are more creative (or “generative” — the “G” in GPT) than anything we’ve seen before. They will make the process of synthesizing words, intentions, and information in language cheaper, which will make many business activities more efficient, stimulating growth and innovation. In light of these coming changes, companies will not only need to rethink IT resources, but also human resources.

https://hbr.org/2020/09/the-next-big-breakthrough-in-ai-will-be-around-language

 

The art of doing nothing

The idea that “doing nothing” is actually an event in and of itself. The idea that we no longer run on a treadmill of activity from getting the kids ready for school, to brushing our teeth, to conference calls, to picking up kids, fixing dinner, and bed- only to start over again. The idea that our actions day to day become influenced by our instincts and no longer by routines, shoulds, and musts.

Fighting that urge to just do, that puritan work ethic instilled in all of us at an early age, is just as much effort as going to the gym and doing the stair climber. Yet the results of our restraint are well worth the hassle.

The kind of relaxation we are looking for, and we all yearn for, does not exist on the side of a volcano, in a rare flower, or on a desolate island far away. That kind of relaxation exists within each of us and is ours for the taking if we’re willing to put in the effort.

That kind of relaxation. The sweetness of doing nothing and enjoying where we are in the present moment is the greatest thanks we can give for the lives and blessings we have.

https://www.psychologytoday.com/us/blog/the-happiness-rx/201409/the-art-doing-nothing

For building a solid long term portfolio, look at subscribing to www.intelsense.in long term advisory.

For technofunda investing and positional trading, subscribe to our Hitpicks advisory service on www.intelsense.in

For momentum trend following systematic trading, subscribe to Quantamental at www.quantamental.in