Introduction

The following data objects currently have a labels field:

Labels provide context on a record, and are useful for segmentation and user behavioral analysis.

Quick Reference


Glossary

The following table itemizes Pngme's global labels, with their definitions.


Behavioral Labels

BettingAndLottery

The BettingAndLottery label identifies events associated with gambling behavior.


Depository Account Labels

ATM

The ATM label identifies SMS where a user has withdrawn or deposited cash or electronic funds from an ATM.

AirtimePurchase

The AirtimePurchase label identifies events where a user has purchased airtime or data from a mobile provider

InsufficientFunds

The InsufficientFunds label identifies events signaling that a debit transaction could not be completed because the user has insufficient funds in the depository account

Overdraft

The Overdraft label identifies transaction events on depository accounts that cause a negative balance

POS

The POS label identifies SMS that are related to point-of-sale transactions, including point-of-sale purchases, refunds for point-of-sale purchases, electronic point-of-sale transactions, web payments, point-of-sale bank transfers, and point-of-sale ATM transactions.


Loan Account Labels

LoanApproved

The LoanApproved label identifies events where a user’s loan has been approved by the institution.

LoanDeclined

The LoanDeclined label identifies events where a user’s loan application has been declined by the institution.

LoanDefaulted

The LoanDefaulted label identifies events where a user has defaulted on a loan, and events where a user has been reported to the credit bureau due to outstanding debts.

LoanDisbursed

The LoanDisbursed label identifies events where the institution has transferred funds (in one or more transactions) to a user's depository account(s).

LoanMissedPayment

The LoanMissedPayment label identifies events where a user has missed the scheduled payment date for a loan.

LoanRepaid

The LoanRepaid label identifies events where a user has fully repaid a loan.

LoanRepayment

The LoanRepayment label identifies events where a user has made a loan payment to the institution.

LoanRepaymentReminder

The LoanRepaymentReminder label identifies events where the institution reminds the user of an upcoming loan payment.

NewLoanOffer

The NewLoanOffer label identifies events where a new loan is offered to a user. It is sometimes observed as a targeted advertisement to a user.

OtherLoanOffer

The OtherLoanOffer label identifies all loan offer-related events that don't qualify as a new loan offer. For example, a follow-up or continuation loan offer.


M-Pesa specific labels

Financial

The Financial label identifies transactions with entities providing financial services such as credit merchants, insurance companies, SACCOs or other similar service providers.

Credit

The Credit label identifies transactions with Credit institutions or merchants such as Zash Loan, Sterling Credit, etc.

Insurance

The Insurance label identifies transactions with Insurance companies or merchants.

SACCO

The SACCO label identifies transactions with Savings and Credit Cooperatives (SACCO) or credit unions.

Food

The Food label identifies transactions where the recipients can either be bars/restaurants, caterers, food processors/distributors, food stores or wine/spirit merchants.

BarAndRestaurant

The BarAndRestaurant label identifies transactions at bars or restaurants.

Catering

The Catering label identifies transactions with catering services or merchants.

FoodProcessorAndDistributor

The FoodProcessorAndDistributor label identifies transactions with merchants like mills/millers, dairy factories where the food is either processed or gets distributed or both.

FoodStore

The FoodStore label identifies transactions with entities like grocery stores, meat shops, bakeries, dairy shops.

WineAndSpirit

The WineAndSpirit label identifies transactions with wine/liquor stores.

Health

The Health label identifies transactions with businesses or organizations in the health industry like hospitals, pharmacies or other specialist services.

Hospital

The Hospital label identifies transactions with hospitals, healthcare services or medical centers.

Pharmacy

The Pharmacy label identifies transactions with chemists or pharmacies.

P2P

The P2P label identifies SMS where peer-to-peer transactions occur, involving fund transfers between individuals, and making use of M-Pesa's Send Money service

BuyGoods

The BuyGoods label identifies SMS where payments between 2 parties occur, where one of them is either a bank or a merchant, and the payments make use of M-Pesa's BuyGoods service.

Paybill

The Paybill label identifies SMS where payments between 2 parties occur, where one of them is either a bank or a merchant, and the payments make use of M-Pesa's Paybill service.

PublicInstitutions

The PublicInstitutions label identifies transactions with entities like charities, places of worship (church), government/county organizations or schools/colleges.

Charity

The Charity label identifies transactions with non-profit organizations or charities.

Church

The Church label identifies transactions with places of worship like cathedrals, chapels or churches.

Government

The Government label identifies transactions with government agencies or organizations.

School

The School label identifies transactions with educational institutions such as schools, colleges or universities.

Shopping

The Shopping label identifies transactions with entities like clothing/fashion businesses, e-commerce platforms, retail stores, supermarkets, wholesale businesses/distributors or businesses in the entertainment industry (including subscriptions for services).

ClothingAndFashion

The ClothingAndFashion label identifies transactions with businesses in the clothing/apparel or fashion industries, including beauty/hair salons.

EcommercePlatform

The EcommercePlatform label identifies transactions with e-commerce companies.

EntertainmentAndSubscription

The EntertainmentAndSubscription label identifies transactions with platforms such as Google Play Store, which offer subscription based services. This label also identifies transactions with institutions in the entertainment industry such as resorts, movie theaters, etc.

ProfessionalService

The ProfessionalService label identifies transactions with service oriented businesses. This includes services ranging from mobile phone repairs to automobile servicing/repairs, car wash businesses, etc.

RetailStore

The RetailStore label identifies transactions with brick and mortar retail stores.

Supermarket

The Supermarket label identifies transactions with a wide range of supermarkets.

WholesaleAndDistribution

The WholesaleAndDistribution label identifies transactions with distributors, trading companies and wholesalers.

TransportationAndTravel

The TransportationAndTravel label identifies transactions with businesses or organizations in the travel and transport sector. This includes airlines, airports, hotels, petrol stations, parking garages, etc.

Airfare

The Airfare label identifies transactions with airports or airlines.

Hotel

The Hotel label identifies transactions with places that offer boarding and lodging services - like bed-and-breakfasts and hotels.

Logistics

The Logistics label identifies transactions with entities ranging from packers/movers, freighters, courier centers, cargo companies to expressways, shuttle services and railway corporations.

Parking

The Parking label identifies transactions with parking garages or paid parking spots in places like shopping malls.

PetrolStation

The PetrolStation label identifies transactions with a wide range of companies that have petrol stations/pumps.

Utilities

The Utilities label identifies transactions that deal with utilities such as electricity, water, internet and airtime.

Airtime

The Airtime label identifies transactions related to airtime or mobile data.

Energy

The Energy label identifies transactions with businesses or organizations in the energy sector. This includes gasolene companies, electricity companies, solar companies, etc.

Housing

The Housing label identifies transactions with real-estate or property merchants.

Internet

The Internet label identifies transactions with home/office internet services.

Water

The Water label identifies transactions with water, sewage and/or sanitation services including water vending stations.