The method proposed by the Rangarajan expert group to set poverty lines is both theoretically and empirically implausible. A simple and transparent benchmark, amenable to democratic debate, would be more useful
The Rangarajan expert group on poverty measurement has done a great deal of hard and useful work. In its recent report, the group probes a wide range of critical issues — how to set poverty lines, the choice of price indexes for poverty comparisons, the discrepancy between National Sample Surveys (NSS) and the National Accounts Statistics, and more. Massive amounts of data were crunched to shed light on these issues. The report also presents a very helpful summary of earlier “expert group” reports on poverty, chaired by Y.K. Alagh, D.T. Lakdawala and Suresh Tendulkar respectively. The combined brainpower of four expert groups is brought to bear on the committee’s terms of reference, including, most importantly, whether and how “a particular method can be evolved for empirical estimation of poverty in India.”
The calorie trap
So what did the expert group come up with? Simplifying a good deal, it has reverted to food intake norms, long sanctified by use if not by logic until they were discarded by the Tendulkar expert group in 2009. These norms are now extended from calories to include both protein and fat. The food component of the poverty line (for rural and urban areas separately) is the level of food expenditure at the point in the 2011-12 NSS per-capita expenditure distribution where households just make the norms. These norms, recently set by the Indian Council of Medical Research (ICMR), take into account the age and sex composition of the population as well as activity levels, and, for reasons that are unclear, they are a good deal lower than previous ICMR recommendations, even at fixed age and activity levels. On top of this, there are two different and not-obviously compatible schemes for establishing the non-food components of the poverty line: for some non-food items, the poverty-line expenditure is read off the same fractile of the NSS per-capita expenditure distribution as the food component, but for other items, it is read off the median of the expenditure distribution. All in all, an elaborate construction of wheels within wheels.
If you find it hard to see the justification for this method, don’t worry — there is none. Indeed, nowhere in the report do the authors explain clearly why this is an appropriate method for setting poverty lines in India. It is well known, and clearly recognised by the expert group, that average calorie (or protein) intakes in India do not correlate well at all with nutrition outcomes. In particular, the intake norms adopted by the expert group provide absolutely no guarantee of good nutrition. This is in part because good nutrition depends on many factors other than food intake, such as sanitation, water, health care and the disease environment. But it is also because of the long-appreciated point that different individuals — and populations — have different requirements, even beyond their variation in age, sex, and activity levels.
The expert group understands the first point very well, but presses on with intake norms, arguing that meeting these norms would still have a “favourable impact” on nutrition “taken in conjunction with public policies for full nutrition support for children in the 0-6 age group and public provisioning of a range of public goods and services … on a universal basis.” Surely the poverty line should be one that works in India, as it is, and not in some imagined Nirvana.
Implausible results
As for the second point, the expert group seems to take it as a justification for discounting calorie norms by 10 per cent — an arbitrary step in the absence of any information on the joint distribution of intakes and requirements. In short, the expert groups’ method perpetuates the illusion that the poverty line tells us something about nutrition, when in fact it does nothing of the sort.
Leaving that aside for the moment, what sort of estimates does the method produce? Interestingly, the rural poverty line proposed by the expert group is almost the same as the “Tendulkar poverty line.” It looks higher, but as the authors themselves note, that is mainly because their computations are based on the NSS’ “modified mixed reference period,” instead of the “mixed reference period” used by Tendulkar. When both methods are used with the same reference period, the Rangarajan poverty line for rural areas is only six per cent higher than the Tendulkar poverty line. The corresponding poverty rates are also very similar.
It is for urban areas that the Rangarajan method leads to a substantial upward revision of the poverty line. In the Tendulkar method, there was a single poverty line – the national urban poverty line “inherited” from earlier expert groups. State-wise urban and rural poverty lines were derived from this single national poverty line by applying suitable price indexes. But in the Rangarajan method, there are two poverty lines (rural and urban), obtained by applying the method described above to rural and urban data separately. And as it turns out, this leads to a much larger gap between rural and urban poverty lines (the latter being higher, in money terms) than in the Tendulkar method. At the raised Rangarajan urban poverty line, urban poverty is almost double the corresponding Tendulkar estimate, even though rural poverty rates are much the same using both methods. One odd consequence of this is that for half of India’s major States, urban poverty is higher than rural poverty according to the Rangarajan expert group. This is highly counter-intuitive, and the expert group does nothing to defend the reality of this pattern.
Way forward
In short, the Rangarajan expert group method is both theoretically and empirically implausible. What then is the way forward? Appointing another expert group is unlikely to serve the purpose, given the record of previous expert groups. Perhaps the time has come to abandon the elusive search for a technical method of deriving a poverty line that can be interpreted, in some normative sense, as the minimum cost of dignified living. Would it not be simpler, and more useful, to regard the poverty line as a mere statistical benchmark, and set it in a simple and transparent manner that the public can understand?
The Rangarajan expert group recommends, rightly in our view, that entitlement programmes should be delinked from the poverty line (that is, no more “BPL targeting”). This would effectively restore poverty lines to their original statistical purpose of tracking poverty and making poverty comparisons, without creating an artificial social division between the poor and non-poor. In the statistical approach, the poverty line is just a conventional benchmark — or a set of benchmarks for that matter, à la Arjun Sengupta and his colleagues (not mentioned in the Rangarajan report). These benchmarks focus on an important component of poverty — purchasing power — and avoid the unsustainable argument that somehow, other components are taken care of in the background.
Even a conventional benchmark, of course, can benefit from having some sort of rationale. But if an intuitively appealing poverty line is to be identified, that is best done by keeping things simple and submitting the line to democratic debate. Clarity and transparency are essential for this purpose. It is in that respect, more than any other, that the Rangarajan report disappoints. By clouding poverty estimation in a fog of technicalities, it hampers inclusive and informed public discussion of the entire issue. In fact, like the Tendulkar method, the Rangarajan method is so abstruse and uses so much hard-to-obtain information that it also frustrates independent verification of the results, again hampering democratic debate.
One might argue that, in India at least, the poverty line is not just a statistical benchmark — it also has a policy purpose. The Rangarajan expert group itself suggests that the line might continue to be used for the purpose of allocating Central government funds to different States (in the context of Centrally-sponsored schemes), if not for the purpose of identifying eligible households. But if the poverty line has a policy purpose, in addition to its statistical purpose, that makes it all the more important for it to lend itself to public debate. One way or another, the selection of a poverty line is a social and political question that needs to be subject to widespread democratic debate; it should not be the prerogative of experts, or groups of experts. Indeed, there is no such thing as an “expert” about who is poor and who is not.
Last but not least, it is very important to supplement expenditure-based poverty estimates with other indicators of living standards, relating for instance to nutrition, health, education and the quality of the environment. India’s social statistics are awfully out of date, with, for instance, no reliable and comprehensive data on child nutrition since 2005-6 (when the third National Family Health Survey (NFHS) was conducted). Noting this in passing, the Rangarajan expert group “recommends a regular programme of NFHS or NFHS-type surveys.” On this at least we agree wholeheartedly with the expert group.
