On the Congruence Between Online Social Content and Future IT Skill Demand
Jalehsadat Mahdavimoghaddam, Niranjan Krishnaswamy, Ebrahim Bagheri
Abstract
The speed of digital transformation has resulted in new challenges for job seekers to become lifelong learners and to develop new skills faster than before. In this paper, our main objective is to examine how online content can serve as indicators for changes to the Information Technology (IT) industry and its in-demand skills. To study this relationship, we collect Reddit posts to represent social media content and job postings to reflect the IT industry based on which we explore possible correlations between them. Further, we propose a methodology to quantitatively estimate the predictive power of social media content for future in-demand skills. Our results show that the frequency of skill-related conversations on Reddit correlates with the popularity of skills in job posting data. Additionally, our findings indicate that the number of social posts dedicated to a specific skill can be a strong indicator for future job requirements. This is an important finding because identifying what skills the labor force should acquire will assist job seekers to plan their lifelong learning objectives to (a) maximize their employability, (b) continuously update their skills to remain in demand, and (c) be informed and actively engaged in defining knowledge trends, rather than reactively becoming informed of the latest information.
CCS Concepts: • Human-centered computing → Empirical studies in HCI.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers1
Ask how each one uses itBuilds on2
Related papers
- "The Smartest Decision for My Future": Social Media Reveals Challenges and Stress During Post-College Life TransitionCrystal Gong, Koustuv Saha, Stevie ChancellorCSCW 2021 · 27 citations
- Using the Lenses of Emotion and Support to Understand Unemployment Discourse on RedditRadhika Garg, Yash Kapadia, Subhasree SenguptaCSCW 2021 · 20 citations
- A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint PredictionWenshuo Chao, Zhaopeng Qiu, Likang Wu, Zhuoning Guo et al.AAAI 2024 · 8 citations
- I Want to, but First I Need to: Understanding Crowdworkers' Career Goals, Challenges, and TensionsVeronica A. Rivera, David T. LeeCSCW 2021 · 25 citations
- Understanding Help-Seeking and Help-Giving on Social Media for Image-Based Sexual AbuseMiranda Wei, Sunny Consolvo, Patrick Gage Kelley, Tadayoshi Kohno et al.USENIX Security 2024 · 27 citations
