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1 America’s Sweethearts: Dallas Cowboys Cheerleaders Season 2 - Tryouts, Tears, & Texas 32:48
EP211 Data Integrity in HVAC: Why It Matters More Than You Think with Rachel Kaiser (February 2025)
Manage episode 473918342 series 1542708
In this episode of Building HVAC Science, Bill and Eric welcome Rachel Kaiser to discuss an often-overlooked yet critical topic: data integrity in HVAC and building performance. Rachel, who has a background in scientific research and data quality, shares insights into how the HVAC industry generates and manages data, why data integrity matters, and the risks of poor data management.
They explore real-world examples—from technicians misreporting measurements to the challenges of maintaining reliable combustion data—and discuss how digital tools can both help and hinder data integrity. Rachel breaks down key principles of data integrity using the ALCOA+ framework, which ensures data is attributable, legible, contemporaneous, original, and accurate, along with being complete, consistent, enduring, and available.
The conversation touches on how connected tools, data logging, and digital advancements are reshaping HVAC, making accurate data more accessible while also increasing the need for awareness and best practices. If you've ever questioned how reliable your measurements are—or how much you can trust the data you work with—this episode is a must-listen!
Rachel on LinkedIn:https://www.linkedin.com/in/rachel-kaiser-416020288/
This episode was recorded in February 2025.
226 episodes
Manage episode 473918342 series 1542708
In this episode of Building HVAC Science, Bill and Eric welcome Rachel Kaiser to discuss an often-overlooked yet critical topic: data integrity in HVAC and building performance. Rachel, who has a background in scientific research and data quality, shares insights into how the HVAC industry generates and manages data, why data integrity matters, and the risks of poor data management.
They explore real-world examples—from technicians misreporting measurements to the challenges of maintaining reliable combustion data—and discuss how digital tools can both help and hinder data integrity. Rachel breaks down key principles of data integrity using the ALCOA+ framework, which ensures data is attributable, legible, contemporaneous, original, and accurate, along with being complete, consistent, enduring, and available.
The conversation touches on how connected tools, data logging, and digital advancements are reshaping HVAC, making accurate data more accessible while also increasing the need for awareness and best practices. If you've ever questioned how reliable your measurements are—or how much you can trust the data you work with—this episode is a must-listen!
Rachel on LinkedIn:https://www.linkedin.com/in/rachel-kaiser-416020288/
This episode was recorded in February 2025.
226 episodes
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1 EP226 Three Miracles and a Heat Pump: Fixing Retrofit Policy from the Ground Up with Abhi Katamneni & Nate Adams (June 2025) 57:09

1 EP225 Beyond the Image: Lessons in Humility and Heat Transfer with Matt Schwoegler (June 2025) 35:21

1 EP224 Beyond Vapor Compression: Smarter DOAS with Liquid Desiccants with Phil Farese (June 2025) 40:36

1 EP223 AI Without the Hype: Real-World Automation with Tersh Blissett (June 2025) 40:21

1 EP222 Airflow, Action, and Ideas: Brent Davidson’s Mission to Elevate Heat Pump Pros (June 2025) 33:19

1 EP221 Consultative Selling Meets Smart Software in Home Performance with Amanda Godward (May 2025) 33:51

1 EP220 Just Keep Learning: The HVAC Journey of Dirk Nauman (May 2025) 37:44

1 EP219 Thermentor: Rethinking Load Calcs with Real Energy Data with Max Reichlin (May 2025) 31:41

1 EP218 Breaking Down Silos: The Path to Better Retrofit Training with Ben Hildebrandt (May 2025) 49:01

1 EP217 Where Building Science Meets HVAC: Insights from New Orleans (April 2025) 21:40

1 EP216 Built to Last: How JB Industries Keeps It Made in America (April 2025) 40:12

1 EP215 Mindset, Metrics & Mastery: Anthony Woo’s HVAC Game Plan (March 2025) 40:47

1 EP214 Why Small HVAC Companies Get Stuck—and How WorkHero Helps Them Grow with Furman Haynes (March 2025) 34:21

1 EP213 Revolutionizing HVAC: How Pearl Edison Bridges Homeowners and Contractors with Jake Yurek (February 2025) 30:23

1 EP212 Home Comfort Demystified: A Deep Dive with Eric George (February 2025) 33:47
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