The hottest Data insights Substack posts right now

ML interpretability can help gain insights about data, along with model improvement and justification.
There are two scenarios for data insights: explorative scenario for general insights and inference scenario for specific, reliable answers.
To achieve inference via ML interpretability, a theory is needed that links model interpretation to the real-world data-generating process.

Visual tools like graphics have been crucial in history of science, aiding in discoveries like DNA's double helix.
Insightful graphics don't just show information, they force us to engage and notice unexpected details.
Graphics help make comparisons and reveal insights that text alone cannot convey effectively.

Underemployment is a concerning trend among laid-off professionals, impacting both individuals and institutions.
New job growth is rebounding, particularly in marketing roles, after recent hiring freezes and layoffs.
Tech workers who were laid-off are showing resilience in securing new roles, with some exploring freelancing and higher education.

Generating actionable insights from data is challenging and requires effort.
Financial market professionals often start with questions and work backward to find answers using data.
Data companies need to focus on aligning their products with clients' desired outcomes and ensuring data is easy to work with.

The success of alternative rock band Nirvana in the 1990s can be seen as a tale of achieving product-market fit, blending novelty with familiarity, and capturing lightning in a bottle
Just like how Nirvana and alternative rock made their way into the mainstream, alternative data companies need to craft unique, valuable products that merge novelty with familiarity to cater to a wider audience
Challenges in adopting alternative data include aligning products with client needs, making data accessible, and building a narrative around data products to drive adoption and ensure impact

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Audit reform proposals are weak and don't address major corporate failures.
Influencer culture is growing rapidly and needs better regulation to address challenges.
Blogging can help with personal growth and reflects the importance of thinking aloud.

The court ruling in the Meta v. Bright Data case may lead to more defenses against web scraping and offers clarity on accessing public data while underscoring the importance of adhering to individual website terms.
Before starting a web mining project, individuals should carefully review each website's terms, assess intended usage of scraped data, and consider the legal implications of accessing specific content.
Upcoming court cases, like those involving Meta and other companies, may set standards for web mining governance while Glacier Network emphasizes a standardized risk policy to simplify data exchange and compliance in a rapidly evolving data industry.

PR is performing better than expected, only seeing a small decline compared to other areas. It shows that strong leadership is important in the PR field.
More journalists are creating their own businesses using platforms like Patreon and Substack to share their content. This shift helps them earn income outside traditional journalism.
There's a rising demand for tools that help understand public opinion and news coverage. Using new tech can help brands find insights from the billions of daily searches.

Stabilizing the system by fixing shaky foundations for a more robust design.
Relaunching Siev with new features like a cleaned up topic page, rich transcripts, and speaker identification page.
Siev shaping up to be an advanced audio processing pipeline that can provide insights without needing to listen to entire streams.