Table 1 Variable descriptions and data sources.

From: Financial accessibility and environmental performance: a trade-adjusted analysis of renewable energy’s impact in major emerging markets

Variable

Symbol

Description

Unit

Data source

Dependent variable

CO2 emissions

CO2

Consumption-based carbon emissions

MtCO2e (Million tonnes)

Global Carbon Atlas (2023)

Independent variables

Financial inclusion

FI

Composite index constructed using PCA from five components:

• Number of ATMs per 100,000 adults

• Branches of commercial banks per 100,000 adults

• Number of commercial bank institutions

• Outstanding deposits with commercial banks (% of GDP)

• Outstanding loans from commercial banks (% of GDP)

Index

World Bank Financial Access Survey & Global Financial Development Database

Renewable energy

RE

Renewable energy consumption as a percentage of total final energy consumption

Percentage (%)

World Bank, World Development Indicators

Control variables

Economic growth

GDP

Gross Domestic Product at constant prices

Constant 2010 US$

World Bank, World Development Indicators

Energy intensity

EI

Energy use per unit of GDP

MJ per $2017 PPP GDP

Natural resources rents

NR

Total natural resources rents, including oil, natural gas, coal, mineral, and forest rents

% of GDP

Interaction term

FI × RE

FI*RE

Interaction between financial inclusion and renewable energy

-

Authors’ calculation

  1. The study period covers 2000–2023 for all E-7 economies: Brazil, China, India, Indonesia, Mexico, Russia, and Turkey.