This blog was contributed by guest Avi Aggarwal, 2025 summer intern at Promega.
If you’ve ever scratched your head over inconsistent experimental results, especially ones that seem to fluctuate for no obvious reason—you’re not alone. Sometimes the problem isn’t your pipetting, your reagents, or even your protocol. It might be the room itself.
Changes in temperature, humidity, or even invisible dust particles can quietly throw off your results. Something as simple as moving your thermocycler under an air vent or setting up a plate reader where sunlight hits it in the afternoon could cause subtle but significant issues.

Our Project to Learn How Subtle Environmental Changes Can Affect Sensitive Lab Equipment
We spent some time developing an environmental anomaly detection framework aimed at helping scientists understand how subtle environmental changes can affect sensitive lab equipment and experimental results. Our team set out to monitor real-world lab conditions using temperature and humidity sensors, including live testing with a GloMax® Discover platform and Sensirion SHT45 sensors. We also worked with open-source environmental datasets to simulate a variety of lab-like conditions, such as daily cycles, sudden temperature spikes, and slow humidity drifts.
Continue reading “Is Your Lab Environment Messing with Your Results? How to Spot the Signs Early”






