Monday, July 1, 2019

Integrated Reporting - the intent and the reality in India

Integrated Reporting <IR> is a new approach to business reporting that lays stress on the ability of the business to create and sustain value in all timeframes. The need for <IR> has grown from a long felt lacuna in the current financial statements that businesses publish every quarter. These financial statements were designed by accountants to give a financial performance of the business for the reporting period in question. The Integrated Reporting Framework was first published in April 2013 by the IIRC (International Integrated Reporting Council), a global body of experts formed in August 2010 to expressly focus and make efforts for this purpose. The value creation cycle advocated by this framework is depicted below.


One of the guiding principles advocated in this framework is that the value creating elements within the business should be reported with conciseness and relevance, keeping in mind that the information so published should be of material significance to a potential investor of the business for the purpose of making an investment decision.

Creation of the integrated report broadly requires four stages

  • Determining material issues that impact the ability of the business to create value
  • Linking these material issues to the business strategy and categorizing them under the appropriate capitals
  • Identifying appropriate KPIs for these material issues for all timeframes and disclosing performance against targets
  • Disclosing course corrections and future outlook where required

All this is well and good – the intent is definitely in the right direction. But what is the reality on the ground? Have organizations adopted this framework voluntarily? Have regulators amended the relevant regulations to compulsorily require this type of Integrated Reporting? Have partners and consultants grown in the ecosystem to help businesses with these endeavors? Let’s take a fact check of the reality of <IR> from an Indian perspective.

SEBI, the Indian capital market regulator, recommended in Feb 2017 that the top 500 listed companies by market capitalization should voluntarily adopt <IR> from Financial year 2017-18. Note that SEBI made it voluntary for the top 500 companies to adopt <IR>, in striking contrast to regulators in other growing economies like Brazil and South Africa where it was made mandatory. Perhaps because it was made voluntary in India, none of the top 500 Indian companies published an Integrated Report for the financial Year 2017-18. Therein is the reality of <IR> in India. Even assuming the fact that businesses need more time to start such a deep rooted initiative, we should at least see a few Integrated Reports soon, for the financial year 2018-19. If indeed we do see a few Integrated Reports, India will be better off as a country for businesses and Investors alike.

Sunday, April 16, 2017

The Golden arches epitomize Intangible Business at its best!

The Golden arches - logo of the fast food giant McDonalds Corporation - has become the omnipresent logo that jostles both urban and rural landscapes alike, all over the world.
Whether you are driving to work in your car, taking the subway, travelling across state borders on an interstate highway, taking a flight or even just leisure shopping in your neighborhood mall, you cannot escape the presence of this ubiquitous symbol, tempting you to step in and enjoy one of its lip smacking meals once again, an experience that you have come to enjoy so much while growing up through your teens. The menu changes just a little once in a while, but the experience never ever changes. Rarely if ever, will you have the opportunity to be dissatisfied with the food or the service, whether you are dining in-house or picking up from the drive-through window. Product and Service Quality is maintained to the dot and regardless of employee turnover, there is no deterioration in either one.

Yet, the operational smoothness at the ordering counter betrays the ongoing upheaval in
the financial structure of the company. The fact is that McDonalds management has been on a stock buy-back spree for a while now. The chart alongside shows how the outstanding shares of the company is decreasing steadily over the past two years. This is because McDonalds is lapping up its own shares from the stock market using the money from its Share Capital account. Ordinarily, a share buy-back is a welcome sign because it is an indication from management that the current share price is much below its intrinsic value. While McDonalds stock has moved up about 30% in response to this move in the past two years itself, clearly the Management is not relenting and wants the stock to do much more.

As a proof of this, take a look at the NetWorth of the Company in the alongside chart over the past two years. It shows that NetWorth is declining steadily, to the extent that it is now actually negative and in the red. This implies that the Company has exhausted all its share capital in the buy-back process and is in fact now using debt to finance the share buy-back. This is an extreme step. It indicates the strong conviction of the management in its own business model, to the extent that it is relying on debt not only to finance ongoing operations but also to finance the share buy-back. Keep in mind that a negative Networth implies that the book value of the share is negative. If the company were to shut down tomorrow for any reason, the shareholders of the company would theoretically get nothing back!

It is perhaps with this thought in mind that Management has resisted the urge to stop
paying dividends during this entire buy-back process. The chart alongside shows that dividend payout is consistent, and is in fact increasing over time. This means that profits from existing operations are being returned to investors partly in the form of dividends, and the rest together with additional debt is being used to fund existing operations, capital expenditures and the share buy-back process.

How bold a move is this? I have to admit it is very bold. The conviction required to make a share buy-back just once is high enough – but to sustain it consistently quarter after quarter, to the extent that NetWorth becomes negative and increase dividend payout simultaneously - requires conviction of a higher order. The management of the company believes that they have a winning formula in their business model that is unbeatable. This formula extends from the deepest link in their supply chain all the way to the ordering counter in each restaurant. Customers are assured of not only a quality meal at a reasonable price, but of a dining experience that is consistent in any McDonalds restaurant, anywhere in the world. Achieving this level of operational excellence requires time no doubt, but more importantly it requires the continuous and arduous cultivation of intangible assets - all the things that you cannot touch and feel but know for sure are the keys to your success and to your competitive advantage in the marketplace.

What does all this mean for the stock? Well for one, it has nowhere to go but up in the near and medium term. Secondly, once management feels that the stock price has reached acceptable levels, they may start re-issuing the stock to the market at a higher price. In doing so, they would have then invested in their own business with their own (and some borrowed) money and made handsome returns for the business and for each investor in the process!

So the next time you are in a McDonalds restaurant, think about this strategy at play, while you are enjoying your next happy meal along with your family!


p.s. At the time of writing this article, McDonalds stock was trading $130.76, which means the stock is up 7.4% in the first three and half months of calendar year 2017!

Monday, January 23, 2017

Capital Markets know the value of Intellectual Capital

Intellectual Capital of a business is defined simply, in theory, as the value of the intangible assets of the business. As far as theory goes, this definition is entirely correct. But it is in practice where this definition falls woefully short.  The latest accounting standards (read IFRS compliance) require every business to report the value of its intangible assets in its balance sheet. What gets reported however is the value of the intangible assets as is recognized under the accounting standards. And this is the reason why there remains a wide gap between the actual value of intangible assets in the 
business and what is reported in the balance sheet. IFRS accounting standards are conservative by nature and define strict criteria for what can and cannot be considered as an intangible asset in the first place. 
  • The two acid tests in this regard are 
  • The intangible asset should be identifiable

The economic benefits arising from the intangible asset should be reliably measurable
It is due to this strictness that businesses act ultra conservative when reporting the value of their intangible assets. Let’s take an example to understand this better and its impact on investor’s assessment of the business.

Union Pacific Corporation (NYSE: UNP) is the largest railroad operator in the United States. Incorporated in 1969, the company operates 8500 locomotives over more than 32,000 km of railroads employing more than 42,000 people. The company hauls commodity freight such as agricultural products, chemicals and coal as well as automotive and industrial products across the length and breadth of the United States. It competes with other railroad operators as well as road and waterways based freight haulers. The company runs its operations profitably and despite the vagaries of economic cycles, it has not reported a single quarter of loss in the past 13 years that icTracker has been tracking it. This includes that period during the 2008 crisis when every other company appeared to be going down under in a hurry. We would therefore have to assume that the company has developed a deep understanding of its Customers business over a long period of time to the extent that it can forecast demand for its freight services well ahead of time. This in turn enables it to plan availability of locomotives, freight cars, rail routes and staff ahead of time. Operations personnel know the types of train configurations that are required by different type of Customers and freight. They know the routes that will deliver the freight for their Customers in the shortest possible time. They know how to configure a freight train. They know the numbers and types of locomotives that are required for the train. They know the people who can drive such a train. They know how to manage the complex process of storing and sorting wagons in freight yards. They also know how to haul the empty wagons from their destination back to the freight yard as quickly as possible in order to minimize idling of revenue generating assets. All this and other valuable knowledge is ingrained into the operations of the company that leads it to turning a healthy profit quarter after quarter. As an investor, you would naturally expect the balance sheet of the company to reflect the value of this and other intangible assets. Would it surprise you to know therefore that in the 13 years that icTracker has been tracking Union Pacific - the company has never ever reported any intangible assets in its Balance Sheet? In other words, the company believes that it has zero Intangible assets. The balance sheet of the company would have you believe that Customers pay the company purely for renting its physical assets such as its locomotives, freight cars and rail tracks.  

But investors surely know better. The balance sheet mentions the Company’s Net Worth as approximately $20bn. An icTracker valuation of its intangible assets reveals another $23bn of Intellectual Capital, pushing its Intrinsic worth to $43bn. Yet, at the time of writing this article the capital markets are valuing Union Pacific at nearly $85bn i.e. more than four times the reported book value and nearly twice its intrinsic worth. Clearly investors seem to know a hell lot more about the value of the company’s intangible assets than what is revealed in the balance sheet – which is zero. 

Tuesday, July 16, 2013

Intellectual Capital has the same connotation as Economic Moat



Economic Moat is a term that is very familiar to value investors worldwide. The legendary investor Warren Buffet is credited with having coined this term. Investopedia defines it to be the competitive advantage that one company has over other companies in the same industry. The wider the moat, the better it is for the company as it helps the company to keep the competition at bay. 

Stockopedia identifies 5 advantages that companies with wide moat hold over the competition:
  1. Intangible Assets
a.    Brands – business identities that have a positive recall in the minds of consumers
b.    Patents – exclusive rights over a product/service granted by the government to the inventor for a limited period.
c.    Regulatory approvals – licenses granted to business by the government creating barriers to entry for others
  1. Switching Costs – When a business creates high switching costs for its customers, it automatically creates a moat e.g. Banks, Credit Cards, etc.
  2. Network Effects – When a business creates a product/service that is used by everybody else, the network effect of usage of that product/service creates a high switching cost and therefore a high moat for the business e.g. pdf format for document interchange developed by Adobe Inc.
  3. Cost Advantages
a.    Cheaper Processes – Businesses that are able to do the same job using cheaper processes develop a cost advantage and hence a moat
b.    Location – Businesses that have a location advantage develop either a cost or a revenue advantage or both, and thereby develop a moat.
  1. Greater Scale or Niche
a.    Distribution Networks – A business that can influence the distribution channel to give preference for selling its products has a natural moat over its competition.
b.    Manufacturing Scale – A business can develop a moat by using economies of production scale to derive cost advantages
c.    Niche Markets – A business can also develop a moat by targeting its products and services towards niche markets.

The concept of economic moat as described above is straightforward really. Businesses that have a wide economic moat can dictate the price they can charge their customers and thus generate greater profits. It is as simple as that. The difficulty arises when we try to identify companies having wide economic moats in practice. There is no known formula for a quantitative calculation of economic moat. Hence the determination of wide moat companies remains the exclusive domain of astute investors who have a lifetime of expertise in this area. And sometimes even they get it wrong. Is there any hope therefore for the rest of us?

Let us look at the advantages enjoyed by wide moat companies once again. It is obvious that every single advantage enjoyed by companies holding a wide moat as outlined above are intangible in nature. We should therefore be able to categorize these advantages into one of the three forms of Intellectual Capital – Human, Structural and Relational. Let us run through the list and attempt that -  
  • Brands, patents and regulatory approvals are all part of the structural capital of the business.
  • High switching costs are created because of the relationships that the business develops with the Customer and the quality of the service that it provides – this is therefore an aspect of the relational capital of the business.
  • Network effects that result in high switching costs also falls in the same category – relational capital
  • Cost Advantages due to cheaper processes or location advantage are part of the structural capital of the business
  • An influence over the distribution channel is part of relational capital of the business
  • Manufacturing scale is an aspect of the structural capital of the business
  • And finally serving niche markets is another instance of relational capital of the business.

If we dig deeper, we are sure to find elements of Human Capital behind each of these capitals, since it is people ultimately that make Structural and Relational Capital work, but that is beside the point. The larger point that I want to make is that Economic moat as defined and understood by investors is nothing but a manifestation of the Intellectual Capital of the business. To confirm this correlation between Economic moat and Intellectual Capital, let us read the investors understanding of Intellectual Capital. Turning to Investopedia once again, we find that it defined there as follows:
The value of a company's employee knowledge, business training and any proprietary information that may provide the company with a competitive advantage. Intellectual capital is considered an asset, and can broadly be defined as the collection of all informational resources a company has at its disposal that can be used to drive profits, gain new customers, create new products, or otherwise improve the business.

The key point of this definition is that Intellectual Capital is an intangible asset that provides competitive advantage to the business that in turn can generate greater profits. Strikingly similar to the definition of economic moat, you will agree. The definition of these two terms establishes the qualitative correlation between them and it establishes my proposition that economic moat is a manifestation of the Intellectual Capital of the business. However to be sure, I wanted to establish a quantitative correlation as well. For this purpose, I turned to the icTracker, a web based tool that calculates and reports the Intellectual Capital of leading Indian and US businesses every quarter.

Two terms from icTracker are of particular relevance for this purpose – EVA and KB. EVA stands for Economic Value Added and is a registered trademark of Stern Stewart & Co. It denotes the money left over from the post tax net operating profit of the business after paying its cost of capital. KB stands for Knowledge Basis – a ratio of the Intellectual Capital to the total assets of the business. The ‘total assets’ of the business in icTracker is defined as the sum of the Intellectual Capital and Net Worth of the business i.e. the sum of the intangible assets and the assets on the books.  

According to the theory behind economic moat, companies with wide moat have a competitive advantage which results in greater profits. This is the equivalent of saying that companies with high amount of Intellectual Capital – higher at least than the assets listed on its books - will generate a positive EVA. In order to compare the Intellectual Capital of business of different sizes, we do not use the absolute value of Intellectual Capital (calculated by icTracker) itself. Rather we use the ratio KB which as has been said earlier is the proportion of intangible assets of the business to all of its assets. KB simply makes the Intellectual Capital of all businesses comparable. With these definitions in place we can now compare all companies in the icTracker database along two dimensions. Along the rows, we will count the number of companies that have a positive EVA or a negative EVA. Along the columns, we will count the number of companies that have a KB greater than 0.5 (indicating more intangible assets than traditional assets) or less than 0.5. The following table shows the number of Indian companies split along these two dimensions for the quarter ended March 2013.
INDIA
KB < 0.5
KB > 0.5
EVA < 0
131 (40%)
50 (16%)
EVA > 0
17 (5%)
126 (39%)
There were 324 Indian companies in the icTracker database at the end of March 2013. Note that 126 of the 324 companies that have a KB greater than 0.5 are generating a positive EVA. Correspondingly, 131 of the 324 companies that have a KB less than 0.5 are generating a negative EVA. Therefore added together 79% of the Indian companies seem to be following the economic moat theory for the March 2013 quarter.

We also have two exceptions though –
  • 50 of the 324 companies have a KB greater than 0.5 but are still generating a negative EVA. In other words, these companies have a high amount of Intellectual Capital but are unable to translate that into economic profits. The possible reasons for this could either be excessive capital employed by these businesses or a higher cost of capital.
  • We also have 17 companies that are generating a positive EVA despite having a KB less than 0.5. It means that these companies are generating economic profits despite having lower Intellectual Capital. One possible explanation for the performance of these companies could be seasonal or temporary demand.
Nonetheless, companies in these two categories are exceptions to the economic moat theory.

Next I extracted the same data for the quarter ended March 2013 for US companies, which I have summarized in the table below                                  
USA
KB < 0.5
KB > 0.5
EVA < 0
30 (21%)
23 (15%)
EVA > 0
12 (7%)
86 (57%)
There were 151 companies in the icTracker database as of March 2013. From this data we can see once again that 78% of the total 151 companies in the database follow the economic moat theory, whereas the remaining 22% fell in the category of exceptions.

The icTracker database calculates the Intellectual Capital of all leading companies in India and in the USA every quarter from March 2005 onwards. It therefore has data for every quarter for every company that it tracks for the past eight years. That is 32 quarters of rich data! Therefore I went one step further in my analysis and pulled out similar data for each quarter since March 2005, organized it along the two dimensions as above separately for Indian and US companies and then summed up the totals. My idea was to establish that my proposition holds true not only for a single quarter but also over the long term. The results are shown below for both India and the USA.

India
KB < 0.5
KB > 0.5
EVA < 0
2763 (29%)
1748 (18%)
EVA > 0
530 (6%)
4435 (47%)

USA
KB < 0.5
KB > 0.5
EVA < 0
827 (17%)
796 (16%)
EVA > 0
410 (8%)
2792 (58%)

Over the long term, we can see that 76% (47 + 29) of Indian companies and 75% (58 + 17) of American companies follow the economic moat theory.

These results lead me to the conclusion that economic moat is nothing but a manifestation of the Intellectual Capital of the business. This is not to say that businesses without Intellectual Capital cannot have economic moat – clearly that is possible as we have seen in the exceptions. We also have some cases where businesses with high Intellectual Capital are not able to generate economic profits. However, the numbers of companies in these two categories are clearly a minority. When more than 75% of the most highly traded and publicly listed companies in two different and far apart geographies such as India and the USA are shown to be conforming to the economic moat theory, we have to conclude that Intellectual Capital has the same connotation as Economic Moat. In other words they mean one and the same thing. 

Friday, July 27, 2012

A proxy indicator for the Intellectual Capital of nations

I recently came across the book “Intellectual Capital of Nations” by Prof. Leif Edvinsson and Prof. Carol Yeh-Yun Lin and their associated research paper titled “National Intellectual Capital: comparison of the Nordic countries” which I downloaded from www.corporatelongitude.com. Both the research paper and the book present a comparative study by the authors on the Intellectual Capital of 40 leading nations in the world. Based on the outcomes of their study, the authors arrived at the conclusion that the Nordic region consisting of the five countries of Denmark, Finland, Iceland, Norway and Sweden has the most Intellectual Capital per capital among any other region in the world, which includes amongst others industrialized regions such as North America and Western Europe and regions of the emerging economies such as Brazil, Russia, India and China.

A comparative study of the Intellectual Capital of Nations, even though limited to only 40 countries in this study, is no doubt very useful. It provides a macro level view of how countries are managing their intangible assets compared to one another. This information can be gainfully used by multiple target audiences such as Multi National Corporations, Global Investment Funds, Private Equity and Hedge Funds, Multi lateral lending agencies such as IMF and World Bank, and many other institutions for a variety of purposes, such as for making investment decisions. In an increasingly globalized world this information can be also used to determine which countries have a relative competitive advantage over other countries. Hence the question naturally arises, how did the authors go about making this interesting comparison?

As the authors describe in their paper, they first deliberated on the dimensions for representing the Intellectual Capital of countries and finalized four dimensions viz. Human Capital, Market Capital, Process Capital and Renewal Capital. Next, using a two step filtering process, they then identified seven indicators for each of these types of Capital as follows:

Human CapitalMarket CapitalProcess CapitalRenewal Capital
Skilled laborCorporate TaxBusiness competition environmentBusiness R&D spending
Employee trainingCross-border ventureGovernment efficiencyBasic research
Literacy rateCulture opennessIntellectual Property Right protectionR&D spending/GDP
Higher education enrollmentGlobalizationCapital availabilityR&D researchers
Pupil-teacher ratioTransparencyComputers in use per capitaCooperation between universities and enterprises
Internet subscribersImage of countryConvenience of establishing new firmsScientific articles
Public expenditure on educationExports and Imports of servicesMobile phone subscribersPatents per capita

Thereafter the authors collected (perhaps painstakingly) data for these indicators for each of the 40 countries for a period of 12 years from 1994 until 2005 from the OECD database and the World Competitiveness Yearbook. Next they normalized the data where required and added one more dimension for Financial Capital to the existing four, represented by a normalized form of GDP per capita. They finally aggregated and tabulated their findings, a summary of which is presented below:
NoCountryIC ScoreIC rankIC+FC ScoreIC+FC rank
1Finland29.47139.031
2Sweden29.25238.882
3Switzerland28.46338.243
4Denmark28437.694
5United States27.64537.525
6Singapore26.8636.656
7Iceland26.13735.87
8Netherlands25.84835.578
9Canada25.56935.2710
10Norway25.451035.459
11Australia24.691134.3411
12Austria24.261233.9612
13Japan24.131333.7314
14Ireland24.081433.7813
15Germany23.861533.4815
16Belgium23.321632.9616
17Taiwan23.171732.5517
18New Zealand22.831832.1918
19United Kingdom22.51932.1119
20France21.642031.2420
21South Korea20.042129.2821
22Malaysia19.152227.8125
23Hungary19.06232823
24Spain19.032428.522
25Italy18.362527.924
26Chile18.272626.9728
27Portugal18.062727.2826
28Czech Republic17.982827.1427
29Greece16.532925.8929
30Thailand16.023024.1730
31South Africa15.413123.7831
32Russia15.093223.6632
33China15.063322.5536
34Poland14.833423.633
35Philippines14.53521.8839
36Turkey14.43362334
37Mexico14.133722.8835
38Brazil13.983822.4137
39India13.73920.6640
40Argentina13.344021.9938
* IC = Intellectual Capital, FC = Financial Capital

While I consider this work as ground-breaking, two thoughts have troubled me since. Why has anyone not followed up on this work by extending it to more than the 40 countries studied here? And more importantly, why has anyone not updated the data on the 40 countries itself from 2006 onwards? The answer to the first question is provided partly by the authors in their paper itself, where they mention that they had to remove 7 additional countries from their list because of a large number of missing indicators. Hence, perhaps data for all the remaining countries will be even more difficult to find. As to the second question, the only answer that makes sense is perhaps the fact that fetching and compiling data for such a study is perhaps too time intensive and cannot be undertaken unless it is a sponsored effort. Incidentally, the authors do mention that their effort for this paper was sponsored.

As mentioned earlier, there is no doubt that a comparative Intellectual Capital ranking of nations can be highly useful to a variety of target audiences. The question that arises therefore is how we can obtain such a ranking without going through the rigor inherent in the method presented by the authors. Can we for instance, use a proxy indicator? In other words, can we identify a commonly available macro data point for nations on which the nations would have more or less the same rank as on their Intellectual Capital? Even if this indicator was not 100% accurate, it could be useful in providing us a quick and dirty ranking of the Intellectual Capital of Nations which would be enough for the purpose of most target audiences.

As I reflected on what such an indicator could be, I wondered whether it could be GDP/capita. But higher GDP/capita is a consequence of higher Intellectual Capital, rather than a cause. Could it then be flow of inward Foreign Direct Investment? But again, inward FDI would be a consequence of higher Intellectual Capital than being a cause. And then it struck me like a bolt. It had to be Electricity consumption/capita. After all, electricity is the root cause of all modern advancements and indeed is the cause for the birth of the knowledge era. Without electricity, our civilization would still be spending a bulk of its time on menial chores such as gathering wood and lighting fires for warmth and for cooking. Electricity has freed us up from these chores to such an extent that we can hardly imagine modern life anymore without it. About the only time we realize the importance of electricity in our lives is during a power outage when we have to start hunting for match boxes and candles to cut through the darkness and suffer through sweltering temperatures since we have been accustomed for years to the comfort of air conditioned residences and offices, all due to the miracle of electricity. In short, electricity has made human kind highly productive over the course of the past century. It has taken care of our routine mundane needs, freeing us for performing higher order activities. And that we have. I imagine that mankind has made more inventions in the past one century than in all of its existence prior to that. Isn’t that a phenomenal achievement? And isn’t it attributable mostly to the invention of electricity? If so, it stands to reason that the more electricity a nation consumes per capita, the more its population will be freed up for performing higher order activities and generate more Intellectual Capital in the process.

I had the hypothesis. The next step was for me to test it. On the one hand, I had the Intellectual Capital of Nations as of 2005 as described earlier. I had to correlate this with the electricity/capita of these countries as of 2005 and check whether I could establish a high degree of correlation between the two. If so, it would prove my hypothesis. I obtained the electricity/capita of these 40 nations from nationmaster.com and used the Excel RANK function to rank the consumption of these countries from 1 to 40. I placed these ranks alongside the IC and IC+FC ranks as shown below.
NoCountryIC RankIC+FC rankElectricity consumed/capita (KWh) Electricity consumption rank
1Finland11154614
2Sweden2214860.35
3Switzerland337833.711
4Denmark446281.4119
5United States55128746
6Singapore667828.5512
7Iceland7727470.91
8Netherlands886629.9617
9Canada910167253
10Norway10924636.12
11Australia111110812.17
12Austria12127317.8415
13Japan13147624.413
14Ireland14135792.1221
15Germany15156614.5818
16Belgium16167919.9310
17Taiwan17178805.269
18New Zealand18189404.968
19United Kingdom19195789.9122
20France20207417.0814
21South Korea21217299.0216
22Malaysia22253105.6531
23Hungary23233566.9529
24Spain24225599.3223
25Italy25245239.9825
26Chile26282964.732
27Portugal27264388.8528
28Czech Republic28275835.420
29Greece29294891.0326
30Thailand30301832.435
31South Africa31314493.6727
32Russia32325446.0224
33China33361684.1738
34Poland34333154.6930
35Philippines3539564.2139
36Turkey36341790.0536
37Mexico37351778.0737
38Brazil38371976.8834
39India3940446.2940
40Argentina40382296.4333

Next, I used the Excel CORREL function to find the Pearson correlation coefficient between the IC and IC+FC ranks with the Electricity consumption/capita ranks. I found that the IC v/s Electricity consumption ranks had a Pearson coefficient of 87.15% whereas the IC+FC v/s Electricity consumption ranks had a Pearson coefficient of 88.37%. Since by definition, any coefficient value above 80% signifies a strong correlation between the two sets, my hypothesis was proved.

Now that I have established that the Electricity consumption/capita can be used as a proxy indicator for ranking the Intellectual Capital of nations, it is straightforward exercise to check where the remaining nations rank on their Intellectual Capital. We just have to look at their Electricity consumption/capita. Moreover in the years ahead, we will perhaps be able to forecast how the Intellectual Capital ranking of nations will change by studying which nations are investing more into their energy infrastructure compared to their peers.