Welcome to Practical Stats
Statistical training and consulting for the environmental sciences and natural resources. From Singapore to South Dakota, our courses have enabled scientists to build better regression models, test for trends, see multivariate patterns, and correctly interpret nondetect (censored) data.
To train scientists in air, water, soil, and biological sciences to make sense of your data.
We provide online on-demand courses in Environmental Statistics at our Online Training Center
. See our Training Page
for course details. Registration will close on April 1, 2021 so if you're planning to sign up, be quick.
The NADA2 package for R is now freely available at https://cran.r-project.org/package=NADA2
NADA2 goes well beyond estimating summary statistics in providing methods for data analysis of data with one or multiple detection limits. Without substituting any fraction of the detection limit(s), using NADA2 you can:
* Compute confidence, prediction and tolerance intervals
* Test for exceedances of a standard
* Perform matched pair (before/after, upstream/downstream, etc.) tests
* Test for group differences -- parametric, nonparametric and permutation tests
* Compute correlation coefficients and regression
* Draw QQ and partial plots to guide whether to transform x and y variables in regression
* Build multiple regression models and find models with the least error
* Perform parametric and nonparametric trend analyses
* Cluster groups of censored multivariate data
* Draw NMDS plots of censored multivariate data
* Test for group differences and trends of censored multivariate data
… .. and much more.
Training on the use of the NADA2 package is still available through our online Nondetects And Data Analysis course
until March 31st.
Also of Interest
The 2020 version of the classic textbook Statistical Methods in Water Resources
is now available as
1. a free download. See the link on our Books page
2. an inexpensive hardcopy sold by the US Geological Survey, at https://store.usgs.gov/product/533012
We've provided statistical training for the environmental sciences and natural resources since 1990 in the United States, Europe, Asia and the Middle East. See our credentials page
and Dennis Helsel's publications list on ResearchGate
. We clearly communicate information to the working scientist. We make statistics current, accurate, and practical.
There are no advertisements.
Graphs only display the graphic, with no hidden functions.
If you send us email using our Contact Us page, we will respond to your email, which requires us to save your email address. Your email address is never provided to any other party or person.
If you send us email requesting an answer, you may receive occasional emails from us announcing information on environmental statistics (no more than 3 per year, usually less). In your Contact Us email you may request that we do not add you to our occasional information list, and your email address will not be saved — but you will not get useful information from us on environmental statistics.
Arrow to go to the top of the page