Researchers reviewing laboratory data on a computer

Enerstay Sustainability Academy

Research and knowledge products by ESG and SDG themes

This catalogue organizes public, sponsor-linked papers and related knowledge products from the Google Scholar publication list. Enerstay Sustainability Academy uses these outputs to build training cases, practice notes, white papers and research literacy materials.

4
SDG research clusters
70+
papers and collaboration outputs
2026
latest indexed work

Knowledge System

From published papers to teachable practice

Enerstay Sustainability Academy classifies research by SDG target and ESG use case, then converts selected findings into lecture materials, topic maps, data exercises, discussion notes and publication-training pathways.

01

SDG classification

Each paper is mapped to practical SDG clusters such as clean energy, sustainable cities, responsible production, climate action, quality education and industry innovation.

02

ESG practice notes

Research outputs are summarized into ESG data, MRV, Scope 3, LCA, disclosure analytics, industrial abatement and training-use cases.

03

Publication training

Academy materials can support topic framing, literature mapping, method selection, result interpretation and reviewer-response training.

04

Boundary clarity

Knowledge products are educational and research-oriented. They do not replace formal verification, validation, audit or assurance conclusions.

SDG 7 / 11 / 13

Built environment, LCA and verified decarbonization

Buildings 2026SDG 11 / 12 / 13

Digital Life-Cycle Carbon Governance for Climate-Resilient Buildings

Connects whole-life carbon, LCA, MRV and digital governance for climate-resilient buildings, forming a basis for LCA and built-environment knowledge products.

MDPI Buildings
Emerald 2026SDG 11 / 13

A mini-review of greenhouse gas emissions and mitigation strategies in buildings

A building-sector review that supports classroom comparison of emission sources, mitigation levers and policy pathways for lower-carbon assets.

Emerald

SDG 9 / 12 / 13

Industrial emissions, Scope 3 and environmental disclosure analytics

Carbon Research 2024SDG 9 / 12 / 13

Optimizing scope 3 emissions in the automotive manufacturing industry

Builds a multidisciplinary framework for Scope 3 data, cloud platforms, analytics and machine learning; suitable for supplier-data and value-chain exercises.

Springer Carbon Research
Scientific Reports 2025SDG 12 / 13 / 16

Machine learning detection of manipulative environmental disclosures in corporate reports

Uses interpretable machine learning to flag potential environmental-disclosure manipulation, supporting ESG data governance and disclosure-quality training.

Nature

SDG 4 / 8 / 9

Education, data intelligence and applied governance

Scientific Reports 2026SDG 4 / 9

Intelligent evaluation and feedback mechanism based on student behavior data

Supports education-equity and AI-learning analytics topics, giving the Academy examples for research design, data ethics and intelligent-feedback training.

Nature
Journal of Big Data 2026SDG 8 / 9

Optimization of credit marketing strategy based on customer demand and RNN

An applied data-science study that can be translated into responsible analytics, demand prediction and governance discussions for ESG-era business education.

Springer Journal of Big Data

SDG 2 / 12 / 14

Applied sustainability and field systems

Notulae Botanicae 2025SDG 2 / 12 / 13

Influence of cultivation conditions on growth and water use

Supports water-use efficiency, resource management and applied agriculture discussions in SDG-oriented research training.

Article PDF
Scientific Reports 2025SDG 9 / 14

ROV dynamic modeling and grasping algorithm for underwater control system of marine oil and gas

A field-system and intelligent-control paper that supports technology-transfer discussion around difficult offshore environments and industrial safety.

Nature

Knowledge Products

Translate papers into training, white papers and practice notes

Enerstay Sustainability Academy can package selected research into topic maps, literature-review workshops, data exercises, SDG/ESG teaching cases and publication-training pathways for universities, professional groups and corporate cohorts.