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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.

Jun 242 min read

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.

Aug 15 min read
4 Steps of Carbon Footprint Calculation in 2025

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.

Jul 256 min read

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.

Aug 2517 min read
Digital Transformation and Sustainability: Top 5 Digital Solutions

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.

Jul 37 min read

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.

Mar 215 min read

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.

Jul 94 min read
Top 6 Supply Chain Sustainability Technology in 2025

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.

Aug 206 min read

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.

Aug 187 min read
Top 12+ Successful Sustainability Case Studies in 2025

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.

Aug 208 min read