https://www.socio-analytics.com/perspectives daily 0.75 2026-03-23 https://www.socio-analytics.com/perspectives/a-socio-case-study-data-strategy-for-the-sammy-center monthly 0.5 2026-03-24 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/3834c0f6-a209-4758-94e8-6e755df10270/Sammy+Center+photos.png Perspectives - A Socio Case Study: Data Strategy for the Sammy Center - This work is intense and demanding, but the results have been transformative for enrolled students and their families. The Sammy Center Director, Maria Soter, told us amazing stories about children whose behavioral issues have completely changed since enrolling at the Sammy Center. "I can tell you anecdotal stories until the cows come home. But where's the data?" For any high-energy effort, the focus is on the population being helped, and this story is not uncommon. Moving a data strategy from luxury to necessity requires help. And help often takes precious resources. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/f4c139e3-57c2-4d27-9475-edf4c98e7c50/Pyramid+Model.png Perspectives - A Socio Case Study: Data Strategy for the Sammy Center - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/introducing-sid-your-ai-powered-guide-to-social-impact-planning monthly 0.5 2026-02-10 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/1770754437633-X67EZNJLVG7OP880WF3V/unsplash-image-vZJdYl5JVXY.jpg Perspectives - Introducing SID: Your AI-Powered Guide to Social Impact Planning https://www.socio-analytics.com/perspectives/how-predictive-models-can-help-social-impact-organizations monthly 0.5 2025-11-25 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/2951507a-faab-400b-b97d-b00b56bc2a84/Crime+rate+predictor.png Perspectives - How Predictive Models Can Help Social Impact Organizations - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/spurious-correlation-and-data-that-lies monthly 0.5 2025-10-29 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/142c7381-5045-4d97-bc69-0c8412c363fb/5920_per-capita-consumption-of-margarine_correlates-with_the-divorce-rate-in-maine.png Perspectives - Spurious Correlation and Data that Lies - Margarine and Divorce: Per capita margarine consumption in the United States correlates almost perfectly with the divorce rate in Maine. The tongue-in-cheek explanation? Perhaps as people used less margarine, relationships became "less slippery," or maybe the lack of artificial spread kept couples from "buttering each other up." The reality? Pure coincidence dressed up in statistical significance. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/ab992b00-bc51-4cf1-a63e-504d8de19122/3268_popularity-of-the-first-name-stevie_correlates-with_netflixs-stock-price.png Perspectives - Spurious Correlation and Data that Lies - The Stevie Effect: As the popularity of the baby name "Stevie" increased, so did Amazon's stock price. The proposed mechanism? More babies named Stevie means more parents buying baby products on Amazon, driving investor confidence. The actual explanation? Two completely unrelated trends that happened to occur during the same time period. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/47693a83-99e9-408b-82db-3fe69f00dec7/Cheese+and+blackrock.png Perspectives - Spurious Correlation and Data that Lies - Cheese and Finance: American cheese consumption correlates with BlackRock's stock price. Apparently, eating more American cheese makes people feel patriotic, which increases confidence in the American economy, which boosts stock prices. Or, you know, both just happened to increase over the same years for entirely different reasons. https://www.socio-analytics.com/perspectives/housingfirst monthly 0.5 2025-10-01 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/621e1ae4-84ad-46b5-bc69-445a5cd15383/newpath+exterior.gif Perspectives - Housing First and the Economics of Stability: Lessons from New Path - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/62a2f3b1-99b6-4bc2-919c-8d9260e7d826/housing+firstgraph.png Perspectives - Housing First and the Economics of Stability: Lessons from New Path - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/professionalcontextcrisis monthly 0.5 2025-08-28 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/367f1de4-e515-45b6-ba22-3a25cd57ebff/annie-spratt-FSFfEQkd1sc-unsplash.jpg Perspectives - The Professional Context Crisis - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/c304a0f3-a153-49b5-af71-d2ecb28d80a1/IMG_0286+2.jpeg Perspectives - The Professional Context Crisis - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/the-research-advantage monthly 0.5 2025-08-05 https://www.socio-analytics.com/perspectives/breaking-the-cycle-how-feedback-loops-shape-humanitarian-work monthly 0.5 2025-06-28 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/f5b2190a-a3c1-4eed-9949-95173ab2103b/Blog+images+%287%29.png Perspectives - Breaking the Cycle: How Feedback Loops Shape Humanitarian Work - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/f1467c12-dce3-4ad0-b798-0f16efc918d8/Blog+images+%286%29.png Perspectives - Breaking the Cycle: How Feedback Loops Shape Humanitarian Work - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/going-nowhere-fast-why-objectivity-and-efficiency-are-not-enough monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/c2ea111b-93ea-4086-b061-85fcd5c859c8/image.png Perspectives - Going Nowhere, Fast: Why Objectivity and Efficiency are Not Enough - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/just-trust-us-4-reasons-nonprofits-must-embrace-data-driven-impact monthly 0.5 2025-04-30 https://www.socio-analytics.com/perspectives/making-theory-of-change-matter monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/4f81f719-8de9-4dc9-a842-8046494e14fc/PlainDiagram.png Perspectives - Making “Theory of Change” Matter - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/the-matthew-effect-in-public-education monthly 0.5 2025-03-25 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/19ad9a3e-f436-4eef-98b4-9f2305a6f399/School+Bus Perspectives - The Matthew Effect in Public Education - I’ll start with my experience, elementary school. I have spent nearly a decade as a principal at a low-income elementary school in Arizona and 14 years in Arizona public education. The unfortunate truth is that the Matthew Effect better explains school outcomes on quality performance indices than any other instructional strategy or curricular resource used by classroom teachers. Due to the extent of economic inequality and highly localized control of public education efforts and funding, non-school factors influence perceptions and realities of school quality much more than the actual work being done inside. Their impact manifests in a manner utterly congruent to the Matthew Effect. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/2fdd140d-9b85-4204-b25f-3809301e6200/Standardized+Tests Perspectives - The Matthew Effect in Public Education - Why It Matters There is extreme variation between the most and least advantaged American public schools. 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School evaluations are primarily based on student performance using infrequent, high stakes tests. https://www.socio-analytics.com/perspectives/behind-the-buy monthly 0.5 2025-03-25 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/c90322bf-5792-4141-b78c-20be38ebd437/Untitled+design+%283%29.jpg Perspectives - Behind the Buy https://www.socio-analytics.com/perspectives/is-a-hotdog-a-sandwich monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/1724172724355-HYR8LWLSQMV56OPWNTGP/unsplash-image-C-ma9eCceg8.jpg Perspectives - Hotdogs Are Not Sandwiches: A Ridiculous, Relatable, Somewhat Serious Case for Context - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/7-reasons-why-social-impact-measurement-matters monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/ef650ab4-c684-47aa-9959-f68e38a1bec2/Brazil+Impact.jpg Perspectives - 7 Reasons Why Social Impact Measurement Matters - Make it stand out Impact can’t be measured from the outside—it’s critical that we see it through the eyes of those experiencing it. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/03b8aa90-2470-4bf9-b377-78e1bcca1630/Brazil+Crowd.jpg Perspectives - 7 Reasons Why Social Impact Measurement Matters - Make it stand out Transparency around social impact is a crucial way to engage stakeholders, get buy-in, and earn trust. https://www.socio-analytics.com/perspectives/the-heart-and-soul-of-social-goodpart-3-the-science-and-art-of-social-impact monthly 0.5 2025-11-18 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/ea9f5e84-9440-4503-a138-a143b660fc11/Codesign+Farm.jpg Perspectives - The Heart and Soul of Social Good—Part 3: The Science and Art of Social Impact - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/d4af3172-8a52-4f46-be2a-6f7ee83648b1/CodesignGame.jpg Perspectives - The Heart and Soul of Social Good—Part 3: The Science and Art of Social Impact - Make it stand out The codesign game allowed us to discuss and rank a range of potential impact areas with stakeholders of varied backgrounds. https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/e75e6855-2a08-4bfa-8c7c-91d5ae59375b/CodesignTribe.jpg Perspectives - The Heart and Soul of Social Good—Part 3: The Science and Art of Social Impact - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.socio-analytics.com/perspectives/the-heart-and-soul-of-social-goodpart-2-a-sociological-perspective monthly 0.5 2024-06-06 https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/06b407dc-292d-413f-a46d-fb60a2dad1c6/historical+cat.jpeg Perspectives - The Heart and Soul of Social Good—Part 2: A (Socio)logical Perspective - Make it stand out US History Uncovered [1909] https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/a8c981fa-1525-4e42-a9bb-d02cc7d33cbc/historical+baseball.jpeg Perspectives - The Heart and Soul of Social Good—Part 2: A (Socio)logical Perspective - Make it stand out US History Uncovered [1992] https://images.squarespace-cdn.com/content/v1/661d6624df5dcf22a6678b45/f838cb7e-cb8b-4a1a-8642-0c002be917aa/historical+kids.jpeg Perspectives - The Heart and Soul of Social Good—Part 2: A (Socio)logical Perspective - Make it stand out US History Uncovered [1900s]; https://www.socio-analytics.com/perspectives/the-heart-and-soul-of-social-good-part-1-understanding-the-field monthly 0.5 2024-05-29 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