TAFSSA District Agrifood Systems Assessment in India 2023: Local Market and Retail Census (doi:10.7910/DVN/DEOUER)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

TAFSSA District Agrifood Systems Assessment in India 2023: Local Market and Retail Census

Identification Number:

doi:10.7910/DVN/DEOUER

Distributor:

Harvard Dataverse

Date of Distribution:

2024-12-09

Version:

1

Bibliographic Citation:

International Rice Research Institute (IRRI); International Food Policy Research Institute (IFPRI), 2024, "TAFSSA District Agrifood Systems Assessment in India 2023: Local Market and Retail Census", https://doi.org/10.7910/DVN/DEOUER, Harvard Dataverse, V1, UNF:6:NdILxQG5iA7YauGSmf47IQ== [fileUNF]

Study Description

Citation

Title:

TAFSSA District Agrifood Systems Assessment in India 2023: Local Market and Retail Census

Identification Number:

doi:10.7910/DVN/DEOUER

Authoring Entity:

International Rice Research Institute (IRRI)

International Food Policy Research Institute (IFPRI)

Other identifications and acknowledgements:

SURVEY JENA

Other identifications and acknowledgements:

Chellattaan Veettil, Prakashan (International Rice Research Institute (IRRI))

Other identifications and acknowledgements:

Choudhury, Samira (International Rice Research Institute (IRRI))

Other identifications and acknowledgements:

Gupta, Ishika (International Rice Research Institute (IRRI))

Other identifications and acknowledgements:

Kabir, ANM Faijul (International Rice Research Institute (IRRI))

Other identifications and acknowledgements:

Zainab, Afrin (International Rice Research Institute (IRRI))

Other identifications and acknowledgements:

Chakrabarti, Suman (International Food Policy Research Institute (IFPRI))

Other identifications and acknowledgements:

Chauhan, Alka (International Food Policy Research Institute (IFPRI))

Other identifications and acknowledgements:

Patwardhan, Sharvari (International Food Policy Research Institute (IFPRI))

Other identifications and acknowledgements:

Menon, Purnima (International Food Policy Research Institute (IFPRI))

Other identifications and acknowledgements:

Krupnik, Timothy Joseph (International Maize and Wheat Improvement Center (CIMMYT))

Producer:

International Food Policy Research Institute (IFPRI)

International Rice Research Institute (IRRI)

Date of Production:

2023

Software used in Production:

STATA

Distributor:

Harvard Dataverse

Distributor:

International Food Policy Research Institute (IFPRI)

Access Authority:

IFPRI-Data

Depositor:

IFPRI-KM

Date of Deposit:

2024

Date of Distribution:

2024

Series Name:

Household- and Community-level Surveys

Holdings Information:

https://doi.org/10.7910/DVN/DEOUER

Study Scope

Keywords:

Agricultural Sciences, Social Sciences, agrifood systems, diet, food security, gender equality, natural resources, climate change, waste disposal, market access, infrastructure, INDIA, SOUTH ASIA, ASIA

Topic Classification:

Impact assessment, Agrifood systems

Abstract:

TAFSSA (Transforming Agrifood Systems in South Asia) is a CGIAR Regional Integrated Initiative aimed at advancing equitable access to sustainable healthy diets, enhancing farmers' livelihoods and resilience, and conserving natural resources such as land, air, and water across South Asia. The TAFSSA district agrifood systems assessment seeks to establish a robust, accessible, and integrated evidence base that connects farm production, market access, dietary patterns, climate risk responses, and natural resource management, with gender considerations integrated throughout. The assessment focuses on rural areas in Bangladesh, India, and Nepal, utilizing a district-level, multi-year approach.</p> In December 2022–January 2023, data collection was conducted in the Nalanda district of Bihar, India. A census was carried out in 50 villages selected using probability proportional to the number of households in each village. The census included all formal and informal multi-vendor markets offering a variety of food products, as well as retail food shops in the selected villages. The types of multi-vendor markets covered included village markets, weekly village markets, roadside/street markets, and wholesale markets (mandis). Retail shops included local grocery stores, vegetable/fruit shops (green grocers), and specialized shops selling meat, eggs, fish, or dairy products.</p> The census employed pretested, structured questionnaires to gather data. Information collected included market density, vendor details, opening hours and days, products sold, infrastructure and facilities in shops, waste disposal methods, and GPS coordinates of the retail shops and markets.

Time Period:

2022-2023

Date of Collection:

2022-12-2023-01

Country:

India

Geographic Coverage:

Nalanda

Geographic Unit(s):

Village

Unit of Analysis:

Multivendor market and retail shops

Universe:

All retail shops and multivendor markets of 50 villages from Nalanda district in India.

Kind of Data:

sample survey data (SSD)

Methodology and Processing

Time Method:

Cross-section

Sampling Procedure:

The district agrifood systems assessment sampled rural populations with villages (unions) as the primary sampling unit (PSU). 50 villages Nalanda were sampled, selected with a probability proportional to the number of households in each village.

Mode of Data Collection:

In-person interview

Type of Research Instrument:

Structured questionnaire

Sources Statement

Notes:

TAFSSA District Agrifood Systems Assessment in India 2023: Census data can be merged with TAFSSA District Agrifood Systems Assessment in India 2023 TAFSSA: Male/Female/ Adolescent/Community data by using the PSU ID as unique identifier

Data Access

Citation Requirement:

International Rice Research Institute (IRRI); International Food Policy Research Institute (IFPRI). 2024. TAFSSA District Agrifood Systems Assessment in India 2023: Local Market and Retail Census. Washington, DC: IFPRI [dataset]. <a href="https://doi.org/10.7910/DVN/DEOUER">https://doi.org/10.7910/DVN/DEOUER</a>. Harvard Dataverse. Version 1.

Disclaimer:

<p>IFPRI adheres to the principle of unrestricted public access to its own final research outputs and will make such outputs freely available. The Institute encourages the use of this dataset; for detailed information on its use, please refer to <a href="https://www.ifpri.org/intellectual-property-policy">IFPRI’s Intellectual Property Policy</a>. The data files in this dataset are unit record or ‘raw’ data files. Information that would allow survey respondents to be identified has been deleted from the files, but all other information remains. IFPRI’s decision not to alter the contents of the data files means that the user of these files will need to take care in handling missing observations, outliers, and violations of logical consistency. </p><p>The data are provided ‘as is’ and in no event shall IFPRI be liable for any damages resulting from the use of the data. While great effort was taken to obtain high-quality data, the accuracy or reliability of the data is not guaranteed or warranted in any way.</p>

Other Study Description Materials

Related Studies

<a href="https://doi.org/10.7910/DVN/TYDNVO">TAFSSA District Agrifood Systems Assessment in India 2023: Market Survey</a>

</p><a href="https://doi.org/10.7910/DVN/5MAC6B">TAFSSA District Agrifood Systems Assessment in India 2023: Retail Survey</a>

</p><a href="https://doi.org/10.7910/DVN/Z79IZH">TAFSSA District Agrifood Systems Assessment in Bangladesh 2023: Local Market and Retail Census</a>

</p><a href="https://doi.org/10.7910/DVN/S8LYJR">TAFSSA District Agrifood Systems Assessment in Bangladesh 2023: Market Survey</a>

</p> <a href="https://doi.org/10.7910/DVN/J0YSQT">TAFSSA District Agrifood Systems Assessment in Bangladesh 2023: Retail Survey

</p> <a href="https://doi.org/10.7910/DVN/POVL6D">TTAFSSA District Agrifood Systems Assessment in Nepal 2023: Market Survey</a>

</p> <a href="https://doi.org/10.7910/DVN/BA5X3F">TAFSSA District Agrifood Systems Assessment in Nepal 2023: Retail Survey</a>

</p><a href="https://doi.org/10.7910/DVN/WQBKVH">TAFSSA District Agrifood Systems Assessment in India 2023: Male</a>

</p><a href="https://doi.org/10.7910/DVN/V5FMHZ">TAFSSA District Agrifood Systems Assessment in India 2023: Female</a>

</p> <a href="https://doi.org/10.7910/DVN/W50RXR">TAFSSA District Agrifood Systems Assessment in India 2023: Adolescent</a>

</p> <a href="https://doi.org/10.7910/DVN/2YQNRF">TAFSSA District Agrifood Systems Assessment in India 2023: Community</a>

Related Publications

Citation

Title:

Choudhury, Samira; Srivastava, Amit; Bi , Afrin Zainab; Yeggina, Pavan Kurmar; Veettil, Prakashan Chellattan.2022. Characterizing Rural Food Environments in South Asia. Work Package 3, Research Note 2. CGIAR Research Initiative on Transforming Agrifood Systems In South Asia (TAFSSA). International Rice Research Institute. Delhi, India.

Identification Number:

10.5281/zenodo.7553202

Bibliographic Citation:

Choudhury, Samira; Srivastava, Amit; Bi , Afrin Zainab; Yeggina, Pavan Kurmar; Veettil, Prakashan Chellattan.2022. Characterizing Rural Food Environments in South Asia. Work Package 3, Research Note 2. CGIAR Research Initiative on Transforming Agrifood Systems In South Asia (TAFSSA). International Rice Research Institute. Delhi, India.

File Description--f10734026

File: India_Market_Retail_Census.tab

Number of cases: 915
No. of variables per record: 89
Type of File: text/tab-separated-values

Notes:

UNF:6:Ky2pObdSxKjQvtZmQomzAw==

Survey

File Description--f10734025

File: India_Market_Retail_Census_codebook.tab

Number of cases: 202
No. of variables per record: 5
Type of File: text/tab-separated-values

Notes:

UNF:6:8iBoshwAEUs7i9hS2x1ugQ==

Variable Description

List of Variables:

market_retail_id - Market or retail shop ID
Country - Country
District - District
psu_id
survey_date - Date of survey
survey_time - Time of survey
category_retail_or_market - Q1: In which category it belongs to?
days_of_operation - Q2: Days of operation
operates_everyday - Q2: Days of operation/Everyday
operates_sunday - Q2: Days of operation/Sunday
operates_monday - Q2: Days of operation/Monday
operates_Tuesday - Q2: Days of operation/Tuesday
operates_wednesday - Q2: Days of operation/Wednesday
operates_thursday - Q2: Days of operation/Thursday
operates_friday - Q2: Days of operation/Friday
operates_saturday - Q2: Days of operation/Saturday
starttime_operation - Q3a: Normal hours of operation: FROM
closingtime_operation - Q3b: Normal hours of operation: TO
product_sold - Q4: Which products are normally sold in this market/shop?
product_sold_cereals - Q4: Which products are normally sold in this market/shop?/Cereals, bread, pasta
product_sold_vegetables - Q4: Which products are normally sold in this market/shop?/Vegetables (carrots, t
product_sold_leafyvegetables - Q4: Which products are normally sold in this market/shop?/Leafy vegetables (spin
product_sold_fruits - Q4: Which products are normally sold in this market/shop?/Fruits (banana, apple)
product_sold_pulses - Q4: Which products are normally sold in this market/shop?/Pulses (chickpea, mung
product_sold_nutsandseeds - Q4: Which products are normally sold in this market/shop?/Nuts and seeds (peanut
product_sold_spicescondiments - Q4: Which products are normally sold in this market/shop?/Spices and condiments
product_sold_edibleoil - Q4: Which products are normally sold in this market/shop?/Edible oil (palm oil,
product_sold_meat - Q4: Which products are normally sold in this market/shop?/Meat (chicken, mutton)
product_sold_fishandseafoods - Q4: Which products are normally sold in this market/shop?/Fish and seafood (rui,
product_sold_eggs - Q4: Which products are normally sold in this market/shop?/Eggs
product_sold_milk - Q4: Which products are normally sold in this market/shop?/Milk and milk products
product_sold_ultraprocessed - Q4: Which products are normally sold in this market/shop?/Ultra-processed foods
product_sold_tobacco - Q4: Which products are normally sold in this market/shop?/Tobacco and other toba
structure_market_retail - Q5: Which are the structures that better/best describe this market/shop?
status_market_retail - Q6: Which of the following best describes the majority of the stalls in this mar
gender_retailer_manager - R2: Gender of shop owner/manager
mobility_of_shop - R4: Mobility of retail shop
type_of_retailshop - R5: Type of retail shop
ifother_specify - Please specify
size_retailshop - R6: Size of retail shop
facilities_a_electricity - R7a: Electricity
facilities_b_solarpower - R7b: Solar power
facilities_c_refrigeration - R7c: Refrigeration
facilites_d_coldstorage - R7d: Other cold storage (e.g. freezer, cold room, etc.)
facilites_e_communi_ntwrk - R7e: Reliable communication network (mobile phone coverage and/or internet)
facilites_f_access_via_pavedroad - R7f: Access to the shop via a paved road
facilites_g_rooftype - R7g: Roof
rooftype_ifother_specify - Please specify
facilites_h_walltype - R7h: Walls
walltype_ifother_specify - Please specify
facilties_i_flooring - R7i: Flooring
flooring_ifother_specify - Please specify
facilites_j_parking - R7j: Parking facility
accept_multiple_modeofpayment - R7k: Does this shop accept more than one form of payment
accepted_modeofpayment - R7l: Which forms of payment are accepted?
cash_modeofpayment - R7l: Which forms of payment are accepted?/Cash
credit_debitcard_modeofpayment - R7l: Which forms of payment are accepted?/Debit/Credit card
mobile_modeofpayment - R7l: Which forms of payment are accepted?/Mobile Money/ UPI / Phone pe/
oncredit_modofpayment - R7l: Which forms of payment are accepted?/Purchase on credit
evouchers_modeofpayment - R7l: Which forms of payment are accepted?/E-vouchers
inkind_modeofpayment - R7l: Which forms of payment are accepted?/Payment in kind
other_modeofpayment - R7l: Which forms of payment are accepted?/Others
ifother_modeofpayment_specify - Please specify
ifother_market_management - Please specify
M0_market_location - M0: Location of market
M0a_name_nearby_city_village - M0a.Specify the name of neighboring village or city
M0b_distance_village_market - M0b.How far is this market from our selected village (in km) ?
M1_type_of_market - M1: Type of Market
ifother_typeof_market - Please specify
M2_male_operated_stalls - M2: Number of vendors/stalls operated by males
M3_female_oprated_stall - M3: Number of vendors/stalls operated by females
M4_market_management - M4: Management of the market
M4a2_gender_market_manager - M4.a2. Gender of market manager
M4b1_name_managingbody - M4.b1. Name of the body
M4b3_gender_responsible_person - M4.b3. Gender of market manager
M5a_marketspace_accesscost - M5a: Cost of accessing the market space and facilities per day (Rs)
M5b_unitofpayment_accesscost - M5b: Unit of payment for accessing market space
M6_yn_roof_cover_halfmarket - M6: Does the permanent roof cover 50% of the market?
M7_type_of_covering - M7: What type of covering exists where there is no permanent roof?
ifother_typeofcovering - Please specify
M8_foodwaste_disposal_method - M8: How do you generally dispose the food waste generated in your market?
dispose_1_proper_garbagepalce - M8: How do you generally dispose the food waste generated in your market?/Dispos
dispose_2_compostingplace - M8: How do you generally dispose the food waste generated in your market?/Dispos
dispose_3_thrown_outof_marketr - M8: How do you generally dispose the food waste generated in your market?/Thrown
dispose_4_sellat_low_no_price - M8: How do you generally dispose the food waste generated in your market?/Sold a
dispose_5_throw_in_river - M8: How do you generally dispose the food waste generated in your market?/Throw
dispose_6_giveas_cattlefeed - M8: How do you generally dispose the food waste generated in your market?/Give a
dispose_7_other - M8: How do you generally dispose the food waste generated in your market?/Other
disposal_ifother_specify - Please specify
Variable Name - Variable Name
Variable Label - Variable Label
Answer Label - Answer Label
Answer Code - Answer Code
Variable Type - Variable Type

Variables

Market or retail shop ID

f10734026 Location:

Summary Statistics: Min. 2.07624133E8; Mean 2.0942982512896174E8; Max. 2.1050538E8; StDev 821957.5306392103; Valid 915.0

Variable Format: numeric

Notes: UNF:6:i7v73EIhKgtIo1eJUS8mWw==

Country

f10734026 Location:

Value	Label	Frequency	Text
2.	India	915

Summary Statistics: Mean 2.0; Min. 2.0; Max. 2.0; Valid 915.0; StDev 0.0;

Variable Format: numeric

Notes: UNF:6:6vJi5dnkKQsTqQJ77mP8Pw==

District

f10734026 Location:

Value	Label	Frequency	Text
3.	Nalanda	915

Summary Statistics: StDev 0.0; Valid 915.0; Mean 3.0; Max. 3.0; Min. 3.0

Variable Format: numeric

Notes: UNF:6:XSmbg6i5PzLrMzjPCYBn3g==

psu_id

f10734026 Location:

Summary Statistics: Mean 211001.8262295082; Min. 210111.0; Valid 915.0; Max. 211711.0; StDev 473.7573072599072

Variable Format: numeric

Notes: UNF:6:X4COOZp/8OmTj2LguFfuYQ==

Date of survey

f10734026 Location:

Variable Format: character

Notes: UNF:6:MHRqCEJABvaz6FNVOkOAOQ==

Time of survey

f10734026 Location:

Variable Format: character

Notes: UNF:6:a3+MXrKXW57RQSm7rrTsTA==

Q1: In which category it belongs to?

f10734026 Location:

Variable Format: character

Notes: UNF:6:jrw8zQ7If884zgJi2UE/bQ==

Q2: Days of operation

f10734026 Location:

Variable Format: character

Notes: UNF:6:ud+R9MH0FRjQKzaVmttRYQ==

Q2: Days of operation/Everyday

f10734026 Location:

Summary Statistics: Mean 0.9989071038251366; Valid 915.0; Min. 0.0; StDev 0.033058980245364473; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:SVbunvhQPAhdyuklutkbDw==

Q2: Days of operation/Sunday

f10734026 Location:

Summary Statistics: Min. 0.0; StDev 0.033058980245364473; Max. 1.0; Valid 915.0; Mean 0.001092896174863377

Variable Format: numeric

Notes: UNF:6:FpzfBgF01BokAHV4pyKYVg==

Q2: Days of operation/Monday

f10734026 Location:

Summary Statistics: Min. 0.0; StDev 0.033058980245364473; Mean 0.001092896174863377; Valid 915.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:FpzfBgF01BokAHV4pyKYVg==

Q2: Days of operation/Tuesday

f10734026 Location:

Summary Statistics: Mean 0.0; Min. 0.0; Max. 0.0; Valid 915.0; StDev 0.0;

Variable Format: numeric

Notes: UNF:6:sH0B+UNB6dP2qo5SM6IHOw==

Q2: Days of operation/Wednesday

f10734026 Location:

Summary Statistics: Max. 1.0; StDev 0.033058980245364473; Min. 0.0; Mean 0.001092896174863377; Valid 915.0;

Variable Format: numeric

Notes: UNF:6:FpzfBgF01BokAHV4pyKYVg==

Q2: Days of operation/Thursday

f10734026 Location:

Summary Statistics: Valid 915.0; Max. 1.0; StDev 0.03305898024536437; Mean 0.0010928961748633778; Min. 0.0

Variable Format: numeric

Notes: UNF:6:8/1frJ44kBaX/Yg+NMTI7g==

Q2: Days of operation/Friday

f10734026 Location:

Summary Statistics: StDev 0.033058980245364473; Max. 1.0; Mean 0.001092896174863377; Min. 0.0; Valid 915.0;

Variable Format: numeric

Notes: UNF:6:FpzfBgF01BokAHV4pyKYVg==

Q2: Days of operation/Saturday

f10734026 Location:

Summary Statistics: StDev 0.046726875478826625; Valid 915.0; Max. 1.0; Min. 0.0; Mean 0.002185792349726771

Variable Format: numeric

Notes: UNF:6:SItJJ4jaUvG1xsPYJYPEhw==

Q3a: Normal hours of operation: FROM

f10734026 Location:

Variable Format: character

Notes: UNF:6:65VLko+f77P+/4NZkEJfnA==

Q3b: Normal hours of operation: TO

f10734026 Location:

Variable Format: character

Notes: UNF:6:Qs1aAtbeyiUFU1K+45sdXg==

Q4: Which products are normally sold in this market/shop?

f10734026 Location:

Variable Format: character

Notes: UNF:6:0hvRZj5Gxjsq/4dI2sQhcw==

Q4: Which products are normally sold in this market/shop?/Cereals, bread, pasta

f10734026 Location:

Summary Statistics: Max. 1.0; Mean 0.47650273224043715; Min. 0.0; StDev 0.4997207193143003; Valid 915.0;

Variable Format: numeric

Notes: UNF:6:IEiQq5GopOWm7pIMHgxDCA==

Q4: Which products are normally sold in this market/shop?/Vegetables (carrots, t

f10734026 Location:

Summary Statistics: Valid 915.0; Max. 1.0; Mean 0.6448087431693987; StDev 0.478832964862039; Min. 0.0

Variable Format: numeric

Notes: UNF:6:fxHBrUBUEEQilxdGioGIxA==

Q4: Which products are normally sold in this market/shop?/Leafy vegetables (spin

f10734026 Location:

Summary Statistics: Min. 0.0; Valid 915.0; Mean 0.09836065573770499; Max. 1.0; StDev 0.2979645408382374

Variable Format: numeric

Notes: UNF:6:RHC/hvAR8zoRHR6Oh+vDaA==

Q4: Which products are normally sold in this market/shop?/Fruits (banana, apple)

f10734026 Location:

Summary Statistics: Max. 1.0; Valid 915.0; StDev 0.24182290101888249; Mean 0.06229508196721305; Min. 0.0

Variable Format: numeric

Notes: UNF:6:ZId3us3XqkDSGpoFzKs8oQ==

Q4: Which products are normally sold in this market/shop?/Pulses (chickpea, mung

f10734026 Location:

Summary Statistics: Max. 1.0; StDev 0.4968410692126229; Min. 0.0; Valid 915.0; Mean 0.5584699453551912;

Variable Format: numeric

Notes: UNF:6:1h+hD0NtpksHDk9jbZOP5g==

Q4: Which products are normally sold in this market/shop?/Nuts and seeds (peanut

f10734026 Location:

Summary Statistics: Mean 0.6306010928961749; StDev 0.4829060115307572; Max. 1.0; Min. 0.0; Valid 915.0

Variable Format: numeric

Notes: UNF:6:M62PGPWEWgzcgDxzeMIU2g==

Q4: Which products are normally sold in this market/shop?/Spices and condiments

f10734026 Location:

Summary Statistics: Valid 915.0; StDev 0.48320057889079804; Min. 0.0; Max. 1.0; Mean 0.629508196721312

Variable Format: numeric

Notes: UNF:6:P6Acsa4tkHvQIrwSlV/BDg==

Q4: Which products are normally sold in this market/shop?/Edible oil (palm oil,

f10734026 Location:

Summary Statistics: Mean 0.6349726775956283; Max. 1.0; Valid 915.0; StDev 0.48170111845833213; Min. 0.0

Variable Format: numeric

Notes: UNF:6:F/BkNKtb4C+sGAXOtcLiYQ==

Q4: Which products are normally sold in this market/shop?/Meat (chicken, mutton)

f10734026 Location:

Summary Statistics: Max. 1.0; Mean 0.07540983606557382; StDev 0.2641959050983946; Valid 915.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:hq5CWE1mywpEs/Cc3cs4wA==

Q4: Which products are normally sold in this market/shop?/Fish and seafood (rui,

f10734026 Location:

Summary Statistics: Min. 0.0; Valid 915.0; Mean 0.028415300546448096; Max. 1.0; StDev 0.16624703543133246;

Variable Format: numeric

Notes: UNF:6:egJU6w6ElzkcSrQkWPgZdw==

Q4: Which products are normally sold in this market/shop?/Eggs

f10734026 Location:

Summary Statistics: StDev 0.37722527526605754; Min. 0.0; Valid 915.0; Mean 0.17158469945355176; Max. 1.0

Variable Format: numeric

Notes: UNF:6:jqJwFTeuyHyAFtfGKrVIqw==

Q4: Which products are normally sold in this market/shop?/Milk and milk products

f10734026 Location:

Summary Statistics: Max. 1.0; Min. 0.0; Mean 0.10601092896174873; Valid 915.0; StDev 0.30801996988798097

Variable Format: numeric

Notes: UNF:6:D1+gbaMj6gW/lGCakEIoCw==

Q4: Which products are normally sold in this market/shop?/Ultra-processed foods

f10734026 Location:

Summary Statistics: Min. 0.0; Valid 915.0; Mean 0.8590163934426229; Max. 1.0; StDev 0.348194962166954

Variable Format: numeric

Notes: UNF:6:81BqOy/uBQv+m9Zd8Ums7A==

Q4: Which products are normally sold in this market/shop?/Tobacco and other toba

f10734026 Location:

Summary Statistics: StDev 0.46423419325222814; Max. 1.0; Mean 0.6863387978142073; Valid 915.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:+w0h8WksXzkFhlKW51oIIA==

Q5: Which are the structures that better/best describe this market/shop?

f10734026 Location:

Value	Label	Frequency	Text
1.	Open-air/ Portable unit (stand, vehicle, carriage etc.)	119
2.	Semi-permanent structure (corrugated iron, wooden, rub hall, etc.)	154
3.	Permanent/ Concrete building structure	642

Summary Statistics: Min. 1.0; Max. 3.0; Valid 915.0; StDev 0.7110115472582433; Mean 2.5715846994535516;

Variable Format: numeric

Notes: UNF:6:hv0PWgs/cy1leAhQk4nz5g==

Q6: Which of the following best describes the majority of the stalls in this mar

f10734026 Location:

Value	Label	Frequency	Text
2.	Some structure damages	355
3.	Good state	416
1.	Poor state	144

Summary Statistics: Mean 2.2972677595628412; Min. 1.0; Max. 3.0; Valid 915.0; StDev 0.7240349869737236

Variable Format: numeric

Notes: UNF:6:IXex7aXnNk1wpAE1oQE0cQ==

R2: Gender of shop owner/manager

f10734026 Location:

Value	Label	Frequency	Text
2.	Female	177
4.	Don't want to close	2
3.	Any other	0
5.	Any other	1
1.	Male	713

Summary Statistics: Min. 1.0; Max. 5.0; StDev 0.4389155324960455; Valid 893.0; Mean 1.2094064949608063;

Variable Format: numeric

Notes: UNF:6:e3bI+yIhlGRPQS4ZRnnxxw==

R4: Mobility of retail shop

f10734026 Location:

Value	Label	Frequency	Text
2.	Mobile type	111
1.	Fixed type	782

Summary Statistics: Valid 893.0; StDev 0.3301085016116826; Max. 2.0; Min. 1.0; Mean 1.1243001119820828;

Variable Format: numeric

Notes: UNF:6:VJS7Fwq6L7Foo6dZUBNOdw==

R5: Type of retail shop

f10734026 Location:

Value	Label	Frequency	Text
3.	Convenience store/Minimart	0
2.	Local grocery store	666
6.	Other	0
4.	Specialized shop (Meat, Milk, Fish, Egg, etc.)	75
7.	Tobacco/ Paan shop	22
5.	Restaurants and Tea stalls	93
1.	Vegetable/fruit shop (green grocer)	37

Summary Statistics: Min. 1.0; Max. 7.0; StDev 1.271364804549495; Valid 893.0; Mean 2.562150055991042;

Variable Format: numeric

Notes: UNF:6:H721qLXhJ1Da+VK8LrALjQ==

Please specify

f10734026 Location:

Variable Format: character

Notes: UNF:6:x18fR43i1r6YIScQoz3/Fw==

R6: Size of retail shop

f10734026 Location:

Value	Label	Frequency	Text
1.	Small (Less than 10 square meters / less than 53.82 feet - 107.6 square feet/size of a regular sized bedroom)	650
2.	Medium (10-50 square meters /107.6 – 538.2 square feet/ approximate size of the main room/living room of a house (would be able to fit a table, chairs and a couch))	233
3.	Large (Greater than 51 square meters /Greater than 549 square feet/ size of a medium sized restaurant)	10

Summary Statistics: Mean 1.2833146696528555; StDev 0.4750753876661849; Max. 3.0; Min. 1.0; Valid 893.0;

Variable Format: numeric

Notes: UNF:6:sqdebip8+nmq87HJ8x3BzA==

R7a: Electricity

f10734026 Location:

Value	Label	Frequency	Text
2.	No	125
1.	Yes	768
3.	Yes	0

Summary Statistics: Mean 1.1399776035834266; StDev 0.3471582255666105; Max. 2.0; Valid 893.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:cYqMoBJtMajZCvgV+FeTOg==

R7b: Solar power

f10734026 Location:

Value	Label	Frequency	Text
3.	Yes	476
2.	No	417
1.	Yes	0

Summary Statistics: StDev 0.4991870924591923; Valid 893.0; Max. 3.0; Mean 2.533034714445689; Min. 2.0

Variable Format: numeric

Notes: UNF:6:0T1Vtxn/IZ+HcbcKKMheqg==

R7c: Refrigeration

f10734026 Location:

Value	Label	Frequency	Text
2.	No	776
3.	Yes	0
1.	Yes	117

Summary Statistics: StDev 0.3376102588146877; Mean 1.8689809630459124; Min. 1.0; Valid 893.0; Max. 2.0

Variable Format: numeric

Notes: UNF:6:siCx8p761MKXUGPekByLuA==

R7d: Other cold storage (e.g. freezer, cold room, etc.)

f10734026 Location:

Value	Label	Frequency	Text
1.	Yes	38
3.	Yes	0
2.	No	855

Summary Statistics: Mean 1.9574468085106382; Max. 2.0; StDev 0.20196062175394952; Min. 1.0; Valid 893.0

Variable Format: numeric

Notes: UNF:6:QrTSIzYZ+uoKApkI/gzekQ==

R7e: Reliable communication network (mobile phone coverage and/or internet)

f10734026 Location:

Value	Label	Frequency	Text
2.	No	49
1.	Yes	844
3.	Yes	0

Summary Statistics: StDev 0.2278563345224985; Max. 2.0; Mean 1.0548712206047033; Min. 1.0; Valid 893.0;

Variable Format: numeric

Notes: UNF:6:3iDNGZP8R2kElc7SbxEkrA==

R7f: Access to the shop via a paved road

f10734026 Location:

Value	Label	Frequency	Text
2.	No	58
3.	Not applicable	0
1.	Yes	835

Summary Statistics: Mean 1.0649496080627099; Min. 1.0; Max. 2.0; Valid 893.0; StDev 0.2465750204934542;

Variable Format: numeric

Notes: UNF:6:qobDvGJQ+8W89PHtQRO9sw==

R7g: Roof

f10734026 Location:

Value	Label	Frequency	Text
3.	Straw	9
13.	Others	18
9.	Tiles	0
4.	Mud	3
5.	Brics/Stone	0
8.	Wood	30
7.	Concrete	295
2.	Bamboo	21
12.	Bricks/ Stone	297
10.	Open	50
6.	Sheets	167
11.	Other	0
1.	Leaves	3

Summary Statistics: Max. 13.0; Mean 8.610302351623739; Min. 1.0; StDev 2.8427362431190946; Valid 893.0

Variable Format: numeric

Notes: UNF:6:Vz4wBSRQXE1CUaFSQtuVDg==

Please specify

f10734026 Location:

Variable Format: character

Notes: UNF:6:d/MNAjHtokUgxclMMkspfQ==

R7h: Walls

f10734026 Location:

Value	Label	Frequency	Text
9.	Tiles	0
3.	Straw	1
4.	Mud	8
6.	Sheets	29
1.	Leaves	1
12.	Bricks/ Stone	698
11.	Other	0
5.	Brics/Stone	0
7.	Concrete	10
13.	Others	17
8.	Wood	42
10.	Open	78
2.	Bamboo	9

Summary Statistics: Valid 893.0; StDev 1.9386385856395498; Min. 1.0; Mean 11.210526315789474; Max. 13.0

Variable Format: numeric

Notes: UNF:6:0PQBXUBrygBZg1Jdv8sjWA==

Please specify

f10734026 Location:

Variable Format: character

Notes: UNF:6:QBXGzK+6TvldGh8rvGP+7w==

R7i: Flooring

f10734026 Location:

Value	Label	Frequency	Text
4.	Tiles/Marble	0
5.	Other	72
2.	Stone	6
6.	Not applicable	0
1.	Mud	126
3.	Cement	689

Summary Statistics: StDev 0.9371785299424129; Mean 2.8723404255319145; Valid 893.0; Min. 1.0; Max. 5.0

Variable Format: numeric

Notes: UNF:6:B/ySaKrqmPL72BtXjEW6RA==

Please specify

f10734026 Location:

Variable Format: character

Notes: UNF:6:pt2CM27Y0hJSM1qa4iMdjQ==

R7j: Parking facility

f10734026 Location:

Value	Label	Frequency	Text
2.	No	318
1.	Yes	575
3.	Yes	0

Summary Statistics: Mean 1.3561030235162377; StDev 0.4791145122323646; Max. 2.0; Min. 1.0; Valid 893.0

Variable Format: numeric

Notes: UNF:6:4dDiwfi2cLsabCSM7qQGnQ==

R7k: Does this shop accept more than one form of payment

f10734026 Location:

Value	Label	Frequency	Text
2.	No	48
3.	Yes	0
1.	Yes	845

Summary Statistics: Valid 893.0; Min. 1.0; Max. 2.0; Mean 1.0537513997760355; StDev 0.22565284661829635;

Variable Format: numeric

Notes: UNF:6:APYkhdUpbMFSy+Rb0v93wg==

R7l: Which forms of payment are accepted?

f10734026 Location:

Variable Format: character

Notes: UNF:6:wYayjDdihxuGFZNvhdqNPQ==

R7l: Which forms of payment are accepted?/Cash

f10734026 Location:

Summary Statistics: Mean 0.9977603583426652; Max. 1.0; Min. 0.0; Valid 893.0; StDev 0.0472983176054074;

Variable Format: numeric

Notes: UNF:6:rV/k0F3yAD7BbPAnZxA2+Q==

R7l: Which forms of payment are accepted?/Debit/Credit card

f10734026 Location:

Summary Statistics: Max. 1.0; Mean 0.006718924972004449; Min. 0.0; Valid 893.0; StDev 0.08173899214274229

Variable Format: numeric

Notes: UNF:6:XdJ1w3sqst4PZEBzOKAvOQ==

R7l: Which forms of payment are accepted?/Mobile Money/ UPI / Phone pe/

f10734026 Location:

Summary Statistics: Mean 0.33146696528555436; StDev 0.47100429181667114; Valid 893.0; Max. 1.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:gP1/PmATfD4f8PTY1sL0ig==

R7l: Which forms of payment are accepted?/Purchase on credit

f10734026 Location:

Summary Statistics: Min. 0.0; StDev 0.23641194782001634; Mean 0.9406494960806272; Max. 1.0; Valid 893.0

Variable Format: numeric

Notes: UNF:6:9MRIvuT68eWuE0JXjkb20Q==

R7l: Which forms of payment are accepted?/E-vouchers

f10734026 Location:

Summary Statistics: StDev 0.08823842026567276; Mean 0.007838745800671888; Min. 0.0; Valid 893.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:5mQQRyOrNvdQnBhf76EufA==

R7l: Which forms of payment are accepted?/Payment in kind

f10734026 Location:

Summary Statistics: Max. 1.0; StDev 0.49755981614537587; Valid 893.0; Min. 0.0; Mean 0.4479283314669654

Variable Format: numeric

Notes: UNF:6:LY9NaPqBVq3QR+JTLhmzPA==

R7l: Which forms of payment are accepted?/Others

f10734026 Location:

Summary Statistics: Valid 893.0; Max. 0.0; Mean 0.0; Min. 0.0; StDev 0.0

Variable Format: numeric

Notes: UNF:6:DaUo8FyWcdo3XszHSK2SiQ==

Please specify

f10734026 Location:

Summary Statistics: Min. NaN; StDev NaN; Valid 0.0; Mean NaN; Max. NaN

Variable Format: numeric

Notes: UNF:6:XlKULVBV9U65LmrGNo0g1A==

Please specify

f10734026 Location:

Summary Statistics: Valid 0.0; Max. NaN; Min. NaN; Mean NaN; StDev NaN

Variable Format: numeric

Notes: UNF:6:XlKULVBV9U65LmrGNo0g1A==

M0: Location of market

f10734026 Location:

Value	Label	Frequency	Text
1.	Within village	1
2.	Neighboring village	12
3.	City market	9

Summary Statistics: StDev 0.5810872031479765; Mean 2.3636363636363638; Min. 1.0; Valid 22.0; Max. 3.0;

Variable Format: numeric

Notes: UNF:6:QxDNvMm6+DyVDVmXBEMLLA==

M0a.Specify the name of neighboring village or city

f10734026 Location:

Variable Format: character

Notes: UNF:6:G4R6uwHQxmrRytyxkwsuPA==

M0b.How far is this market from our selected village (in km) ?

f10734026 Location:

Value	Label	Frequency	Text
3.	3 to 5 km	9
1.	<1 km	1
4.	5 to 10 km	4
2.	1 to 3 km	7

Summary Statistics: Max. 4.0; StDev 0.8309489698388164; Mean 2.761904761904762; Valid 21.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:g6E+gDR6uqJvFNPKKmFFww==

M1: Type of Market

f10734026 Location:

Value	Label	Frequency	Text
1.	Weekly outdoor market (weekly bazar/ Haats)	0
5.	Others	0
3.	Roadside/informal street market	12
2.	City market	9
4.	Wholesale market (mandis)	1

Summary Statistics: Min. 2.0; Mean 2.6363636363636362; Valid 22.0; Max. 4.0; StDev 0.5810872031479766

Variable Format: numeric

Notes: UNF:6:bTxfL4NsoI23j/qCFiAvtQ==

Please specify

f10734026 Location:

Summary Statistics: Max. NaN; Mean NaN; StDev NaN; Valid 0.0; Min. NaN

Variable Format: numeric

Notes: UNF:6:XlKULVBV9U65LmrGNo0g1A==

M2: Number of vendors/stalls operated by males

f10734026 Location:

Summary Statistics: Mean 174.3181818181818; StDev 158.65727854287695; Max. 800.0; Min. 40.0; Valid 22.0

Variable Format: numeric

Notes: UNF:6:OPRgTklPJc+zaWdj1CwH2Q==

M3: Number of vendors/stalls operated by females

f10734026 Location:

Summary Statistics: Valid 22.0; Min. 10.0; Mean 40.45454545454546; StDev 59.460052434368386; Max. 300.0

Variable Format: numeric

Notes: UNF:6:P24v4vZ4qAvyaUmUDCRN4A==

M4: Management of the market

f10734026 Location:

Value	Label	Frequency	Text
4.	Other	0
2.	Locally elected persons	0
3.	Private individual	2
5.	None	19
1.	Government bodies	1

Summary Statistics: Max. 5.0; Mean 4.636363636363637; Min. 1.0; StDev 1.0021621646864365; Valid 22.0

Variable Format: numeric

Notes: UNF:6:4yeLhDQA12vosOM7GiUGgw==

M4.a2. Gender of market manager

f10734026 Location:

Value	Label	Frequency	Text
1.	Male	2
4.	Don't want to close	0
2.	Female	0
3.	Any other	0

Summary Statistics: Mean 1.0; Min. 1.0; Max. 1.0; Valid 2.0; StDev 0.0;

Variable Format: numeric

Notes: UNF:6:rYj4QVmrRSrZdRnq4BBQCw==

M4.b1. Name of the body

f10734026 Location:

Variable Format: character

Notes: UNF:6:OxVEJOmHYhJDCaxY6LxoNA==

M4.b3. Gender of market manager

f10734026 Location:

Value	Label	Frequency	Text
1.	Male	1
2.	Female	0
4.	Don't want to close	0
3.	Any other	0

Summary Statistics: Valid 1.0; Min. 1.0; StDev 0.0; Mean 1.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:H+DU5tcml+pAvFeIsL4DEw==

M5a: Cost of accessing the market space and facilities per day (Rs)

f10734026 Location:

Summary Statistics: Min. 0.0; Valid 22.0; StDev 3.758108117574136; Max. 15.0; Mean 1.1363636363636362;

Variable Format: numeric

Notes: UNF:6:6DHDx8slECyJbdJaPuq7uA==

M5b: Unit of payment for accessing market space

f10734026 Location:

Variable Format: character

Notes: UNF:6:F8MzYZq9KE4lIChXTRkKnQ==

M6: Does the permanent roof cover 50% of the market?

f10734026 Location:

Value	Label	Frequency	Text
3.	Yes	0
2.	No	13
1.	Yes	9

Summary Statistics: Valid 22.0; StDev 0.5032362797401964; Max. 2.0; Mean 1.5909090909090908; Min. 1.0;

Variable Format: numeric

Notes: UNF:6:t8uU9TSHCaP/tjc6+Ns14w==

M7: What type of covering exists where there is no permanent roof?

f10734026 Location:

Value	Label	Frequency	Text
3.	Corrugated iron or wood	1
4.	Other	0
1.	No covering/open air	12
2.	Tarp or canvas	9

Summary Statistics: Max. 3.0; StDev 0.5976143046671968; Min. 1.0; Valid 22.0; Mean 1.5;

Variable Format: numeric

Notes: UNF:6:/1E/TuIlE+lLYI1wqe6l0g==

Please specify

f10734026 Location:

Summary Statistics: Valid 0.0; Min. NaN; StDev NaN; Max. NaN; Mean NaN

Variable Format: numeric

Notes: UNF:6:XlKULVBV9U65LmrGNo0g1A==

M8: How do you generally dispose the food waste generated in your market?

f10734026 Location:

Variable Format: character

Notes: UNF:6:ZnYOng/aZQSC5xxbPvvjjQ==

M8: How do you generally dispose the food waste generated in your market?/Dispos

f10734026 Location:

Summary Statistics: Max. 1.0; Valid 22.0; Min. 0.0; StDev 0.3947710169758613; Mean 0.18181818181818177;

Variable Format: numeric

Notes: UNF:6:0bL+IcCMfy+RwqSQ6u64eg==

M8: How do you generally dispose the food waste generated in your market?/Dispos

f10734026 Location:

Summary Statistics: Valid 22.0; Mean 0.6363636363636364; StDev 0.4923659639173308; Max. 1.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:1R97mT2+biJ9eNaaWAcRIQ==

M8: How do you generally dispose the food waste generated in your market?/Thrown

f10734026 Location:

Summary Statistics: StDev 0.5032362797401965; Max. 1.0; Min. 0.0; Mean 0.5909090909090909; Valid 22.0

Variable Format: numeric

Notes: UNF:6:n1G2kDwWnMVeqW8xBk7u5g==

M8: How do you generally dispose the food waste generated in your market?/Sold a

f10734026 Location:

Summary Statistics: Mean 0.04545454545454547; Max. 1.0; Min. 0.0; StDev 0.21320071635561044; Valid 22.0;

Variable Format: numeric

Notes: UNF:6:qdU4rkbLjBOOhaLhO8b8Wg==

M8: How do you generally dispose the food waste generated in your market?/Throw

f10734026 Location:

Summary Statistics: Max. 1.0; StDev 0.5096471914376255; Valid 22.0; Mean 0.5454545454545454; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:disfnnerOcwBc8XWdma9KA==

M8: How do you generally dispose the food waste generated in your market?/Give a

f10734026 Location:

Summary Statistics: Min. 0.0; Max. 1.0; Mean 0.9090909090909091; Valid 22.0; StDev 0.29424494316824984

Variable Format: numeric

Notes: UNF:6:W+xtrs/yxAXb61lo6hnEsg==

M8: How do you generally dispose the food waste generated in your market?/Other

f10734026 Location:

Summary Statistics: Valid 22.0; Max. 0.0; Mean 0.0; StDev 0.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:E79uOE/OH8Yfw2jtjsGR7Q==

Please specify

f10734026 Location:

Summary Statistics: Valid 0.0; Mean NaN; Max. NaN; Min. NaN; StDev NaN;

Variable Format: numeric

Notes: UNF:6:XlKULVBV9U65LmrGNo0g1A==

Variable Name

f10734025 Location:

Variable Format: character

Notes: UNF:6:UGqbix3vBAO2ABElrggFeg==

Variable Label

f10734025 Location:

Variable Format: character

Notes: UNF:6:goKfP5Bz/H2hB1I2laUHRw==

Answer Label

f10734025 Location:

Variable Format: character

Notes: UNF:6:06vUzISxeN+FiupySsahiw==

Answer Code

f10734025 Location:

Summary Statistics: Max. 13.0; Valid 113.0; StDev 2.8720887530349293; Min. 1.0; Mean 3.557522123893806

Variable Format: numeric

Notes: UNF:6:t+KmpSrfU33snA+K0nC7Yg==

Variable Type

f10734025 Location:

Variable Format: character

Notes: UNF:6:lxSxsKKzAWIX7Mc26hMKvw==

Other Study-Related Materials

Label:

India_market_and_retail_census questionnaire.pdf

Notes:

application/pdf