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Taking the ‘Pulse’ of the Public Distribution System Courtsey: Shruti Cyriac (2015) Suman Chakrabarti, Avinash Kishore and Devesh Roy

IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

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Page 1: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Taking the ‘Pulse’ of the Public Distribution System

Courtsey: Shruti Cyriac (2015)

Suman Chakrabarti, Avinash Kishore and Devesh Roy

Page 2: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Pulse consumption is declining in India

0

10

20

30

40

50

60

70

0

2

4

6

8

10

12

14

1983 1988 1993 1999 2004 2009 2011

Rs/

kg

kg/p

ers

on

/ye

ar

BPL Households APL Households Pulse Price (Rs/kg)

Page 3: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

25

30

35

40

45

50

55

60

65

70

75

2004-05 2009-10 2011-2012

Pulse Prices (Rs/kg)

Arhar Chana Moong Masur Udad

The difference in prices between the cheapest pulse and the more expensive ones has increase significantly over the last 10 years.

Page 4: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Chickpea Pigeonpea Mungbean Blackgram Lentil

Chickpea -0.92 0.07 0.02 0.02 -0.19

Pigeonpea 0.06 -0.86 0.05 0.04 -0.28

Mungbean -0.08 -0.097 -1.05 -0.03 -0.04

Blackgram -0.06 -0.08 -0.04 -1.02 0.19

Lentil 0.025 0.05 0.01 0.02 -1.10

But it doesn’t help, because you cannot make sambhar with chana daal

Elasticity of substitution between pulses is quite low

Page 5: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Pulses in PDS • PDS subsidizes rice and wheat only

• Discourages dietary diversity (Desai,

2014; Jha,) • Demand to diversify the PDS basket

• Rapid rise in price of key pulses

• Low cross-elasticity of substitution • Pressure to make pulses more affordable

Page 6: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Who does what in PDS?

Pulses Andhra Pradesh Himachal Pradesh Punjab Tamil Nadu

Arhar 1kg/family @

Rs.30/kg

N/A N/A 1 kg/family

@Rs.30/kg

Udad Dal N/A 1kg/family @ Rs. 34.99/kg Chana Dal, Moong whole

& Urd whole at the scale

of 0.5 kg per member to a

maximum of 2.5 kg per

family @ Rs. 20.00 per kg.

1kg/family @Rs.

30/kg

Chana Dal N/A 1kg/family/month @ Rs.

25/kg to all cardholders

N/A

Moong N/A 1kg/family with>=5

members @ Rs. 49.99/kg N/A

Did consumption of pulses increase due to inclusion in

PDS? By how much?

Page 7: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Data

• NSSO Consumption Expenditure Survey (CES): thick rounds • Collects data on total quantity and expenditure on 8 pulses

• Pulses were introduced in PDS between 61st & 66th rounds in all 4 states • We use data from earlier rounds (50th & 55th) to test for parallel trends

• NSSO CES does not collect data separately on pulse sources from PDS • We see only weighted average price of PDS and market purchases

Page 8: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

The effect of Pulse subsidy is traceable in NSSO data

Price (Rs./kg) of Pulses that were subsidized in 2009-10 (66th round)

Pulse Andhra

Pradesh

Himachal Punajb Tamil Nadu Rest of India

Arhar 74.53 60.84 74.38

Udad 33.4 60.9 56.60 60.91

Chana dal 28.8 40.68 50.60

Moong 70 76 70.6

Page 9: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

(1) (2)

OLS (without controls) OLS (with HH controls)

Post treatment year 2009/10 -0.381*** -0.521***

(-5.1) (-7.7)

States that provided pulse subsidy

through PDS

0.109 0.087

(0.3) (0.3)

Difference in differences estimator 0.296* 0.214*

(2.6) (2.7)

Constant 3.596*** 2.325***

(14.3) (8.6)

R2 0.003 0.067

N 225499 225499

Impact of PDS Subsidy on Pulse Consumption

Page 10: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

VARIABLES Pulse (kg/hh/month)

Himachal Pradesh 0.383***

Punjab 0.133*

Andhra Pradesh 0.210***

Tamil Nadu 0.456***

Constant -0.391

Observations 225,233

R-squared 0.288

Biggest impact in Tamil Nadu and Himachal Pradesh; Smaller effects in Andhra Pradesh and Punjab

Page 11: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

(1) (2)

Poor HHs (kg/hh/month) Non-poor HHs (kg/hh/month)

Post treatment year 2009/10 -0.591*** -0.694***

States that provided pulse subsidy through

PDS

0.088 0.170

Difference in differences estimator for

2009/10

0.064 0.334*

Constant 1.634*** 2.594***

R2 0.054 0.061

N 78497 56072

Surprisingly, PDS subsidy on pulses does not lead to a significant increase in consumption of pulses for the poorest households

Page 12: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Variables

(1) (2)

Total protein

consumed

(gm/hh/month)

Protein from pulses

(gm/hh/month)

Post treatment year 2009/10 -44.751*** -98.181***

States that provided pulse subsidy through

PDS

-44.185* 6.383

Difference in differences estimator for

2009/10 10.410 50.086*

Constant 87.894*** 74.776

R2 0.433 0.202

N 225499 225499

Though consumption of pulse protein increases, total protein consumption does not change significantly

Page 13: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

20 rupees in pulse subsidy leads to increase in pulse consumption by 300gm/household/month

VARIABLES

(1)

Pulse (kg/hh/month)

posttreatment -0.436***

Impact_per_rupee_subsidy_entitlement 0.0153***

Constant 3.580***

Observations 225,233

R-squared 0.288

Page 14: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

To sum up…

• Provision of 1 kg subsidized pulses leads to increase in household consumption of pulse by about 135-450 gms

• What happens to the other 550-870 gms?

• 3 possibilities • Only some households buy PDS pulse while our estimate is an average over all

households—compliers and non-compliers • Households reduce market purchase of pulses when it becomes available from PDS and • Some of the PDS pulse is diverted to the black market

• NSSO-CES is a repeated cross-section • We cannot check relative importance of these mechanisms in this data

Page 15: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

ICRISAT-VDSA

• Panel data with HH consumption module • Monthly data on household consumption of different food items—by source

• Pulse purchase data by 600 households from 4 villages in Maharashtra and 2 villages of Andhra Pradesh for years 2006 and 2008 • Including data on quantity of tur dal purchased from PDS

• None of the households in either state received subsidized pulses in 2006

• Households in AP start getting subsidy on Tur dal in 2008

• An average household in AP got 10 kg of subsidized Tur dal in 2008

Page 16: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

With cheaper pulse in PDS, HHs reduce market purchase and use of other pulses

(1) (2) (4) (5)

VARIABLES Tur_total(PDS+Mkt) Tur_market dalotherthantur totaldal

Impact of 10kg pulse

in PDS

6.222*** -3.841*** -2.370*** 2.904***

Constant 11.72*** 11.73*** 10.61*** 33.94***

Observations 1,266 1,266 1,266 1,266

R-squared 0.150 0.087 0.391 0.289

Number of

Households

685 685 685 685

Page 17: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Lagta nahin yun daal galegi… • Infra-marginal transfers will not change

consumption patterns significantly • Works like cash transfer, not nutrition intervention

• Cost of achieving nutritional goals through prices subsidy can be high • Increasing protein intake by 1gm/day = Rs.

300/capita/year

• Not enough pulse to subsidize significant quantities • 1kg/family/month = 300 gms/family/month = 0.12 gm

protein/person/day

• Instead of subsidizing consumers; focus on increasing production & productivity

Page 18: IFPRI - Taking the Pulse of the Public Distribution System, Avinash Kishore, IFPRI

Thank You!