Evidence map›Paper›PMID 37576239›Full record

ArticleHeliyon2023

Asymmetric effect of educational expenditure, knowledge spillover, and energy consumption on sustainable development: Nuts and Bolts for policy empirics.

Nabila Khurshid, Jamila Khurshid, Fozia Munir, Kashif Ali

Abstract read
In one paragraph

Article in Heliyon, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Nabila KhurshidDepartment of Economics, Comsats University Islamabad, Pakistan.
Jamila KhurshidDepartment of Business Administration, University of the Poonch, Rawalakot, Azad Kashmir, Pakistan.
Fozia MunirDepartment of Economics, Comsats University Islamabad, Pakistan.
Kashif AliDepartment of Economics, Comsats University Islamabad, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Climate change is raising widespread anxiety, especially in countries that are more vulnerable to environmental disasters. Energy use leads to an increase in Greenhouse gases, especially carbon emissions, which is responsible for environmental degradation. Identifying cultural and economic factors that impact sustainability courses is critical in this context for dealing with ecologically demanding challenges. Education and knowledge spillover in the form of foreign direct investment has long been seen as an effective method of disseminating knowledge, ideas, and behaviors that aid in environmental protection and improve ecological consciousness. This study investigates how energy consumption (LEC), educational expenditure (EDEXP), and knowledge spillover (KNO) affect sustainable development (SD) in the case of Pakistan. This study employs the Non-linear Autoregressive Distributive Lag Model (NARDL) over a data span of 41 years i.e., from 1980 to 2021. The estimations unveil that shocks in educational expenditure pose different results. EDEXP_POSE increases sustainability (0.807 units) while EDEXP-NEG decreases sustainability (0.931 units) while KPO_POS and KPO_NEG positively (0.200 units and 0.011 units respectively) affect environmental sustainability. On the other hand, LEC_POS negatively (1.685 units) affects sustainability while LEC_NEG positively (0.867 units) affects Sustainable growth. Energy consumption has a negative impact on sustainability; thus, the government should prioritize the production of renewable energy sources and support the spread of knowledge that is good for the environment. The government may think about putting tariffs on businesses who import non-green technology since it has a significant and advantageous impact on the environment.

Indexed as

Educational expenditureEnergy consumptionEnvironmental sustainabilityGlobalizationKnowledge spill overPakistan

Identifiers

PMID37576239
PMCPMC10412766

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.