Explore Research Studies
Intent Classification in 2025: What it is & How it Works
Customers have more options than ever due to increasing competition and the quality of customer service has become one of the key factors for businesses to stay ahead of the competition. This article, we will explore one of the techniques used in these applications: intent classification.
Top 10 Open Source Job Schedulers & WLA Tools in 2025
Businesses leverage open-source job schedulers and workload automation tools to automate IT tasks without paying licensing costs or getting locked in to a specific vendor.

4 Steps of Carbon Footprint Calculation in 2025
During my academic research on corporate sustainability efforts, I have realized that all stakeholders, from regulators to investors, want to see real efforts from businesses to mitigate the negative impacts of climate change. For organizations to minimize their carbon footprint, the first stage is to measure their carbon footprint properly.
Ethical & Compliant Web Data Benchmark in 2025
As enterprises scale their web data operations, compliance, data, and risk executives increasingly evaluate the associated ethical, reputational, and legal risks. We benchmarked 5 leading web data collection services across 3 dimensions and tested each service with more than 20 potentially unethical scenarios.

Digital Transformation and Sustainability: Top 5 Digital Solutions
The World Economic Forum (WEF) identifies climate change and environmental issues as the greatest threats to the global economy. My academic experience on sustainability practices points that embracing digital transformation and sustainability initiatives are strategic actions executives can take to move toward a more sustainable future.
Top 3 Web Scraping Use Cases for Marketing in 2025
Web scraping enables many decision-making processes to become more data-driven. Especially in marketing, web scraping has numerous applications, but the variety of use cases can also make it more challenging to gauge which ones apply for your business and would be more beneficial.
Web Scraping vs Data Mining: Why the Confusion? in 2025
Web scraping and data mining are sometimes confused with each other because they are both linked to extracting value from something that is valuable only when processed. However, the definitions are quite different, and not understanding the difference can cause not realizing how these processes can create value for businesses.

Top 6 Supply Chain Sustainability Technology in 2025
Companies that foster corporate sustainability through digital transformation are likely to be tomorrow’s leaders. Although supply chain sustainability technologies are beneficial for businesses, some managers have a lack of information regarding their implementations.
Top 15 Circular Economy Metrics to Assess Businesses ['25]
The concept of circular economy (CE) is quickly making its way into business literature since we are struggling with major environmental issues. Besides its environmental value, CE expects to bring 4.5 trillion dollars until 2030 due to effective allocation of resources.

Top 12+ Successful Sustainability Case Studies in 2025
During my academic research on corporate sustainability efforts, I realize that environmental and social practices have a significant impact on the long-term success of businesses. Some businesses outperform others in this area, giving them a competitive advantage. See 13 sustainability case studies to incorporate sustainability strategies into corporate actions: 1.