What causes high replicate variance in my soil nutrient data?
#1
I’m trying to interpret the results from my soil nutrient analysis, but the variance in my replicates is higher than I expected. I’m not sure if this is due to my sampling method or an issue with the assay’s precision, and it’s making me question the validity of the entire dataset.
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#2
I had a similar issue last year. I found the repeatability got better after I started mixing all subsamples from a single site really well before splitting for analysis.
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#3
In my experience a high coefficient of variation across replicates often points to the lab instrument or prep drift. We kept an extra blank and a calibration check and saw one day the CV drop a bit.
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#4
Could it be the actual soil heterogeneity you are sampling from I chased measurement error once and realized maybe the soil changes a few meters apart matter more than the tech?
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#5
I tried increasing reps per site from 3 to 6 and used random subsampling the variance reduced but not eliminated.
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#6
I once checked field moisture at collection time and it reminded me how timing can throw off results then I circled back to the same point and felt stuck again.
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#7
Honestly I am not sure if the dataset is salvageable yet maybe rerun a subset with tighter SOP and log everything.
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