Example of a surprising pH trend
This is pretty neat! My pH calues are going up and down smoothly!
My data has this interesting thing going on with pH!
Sometimes everything you're doing seems to be right, and you notice what
seems to be a really neat trend to your data! As a contributor to the
scientific body of knowledge it is important to look at your data and
keep checking to see if you are being accurate.
In this graph from a GLOBE school in Japan, we see what looks like a
consistant and smooth trend of pH. It seems to follow the temperature to
a remarkable degree, and even seems to be within a more or less acceptable
range.
The data look good! Why the concern?
The data look good because there don't appear to be any major
jumps in the measurements, the data are consistently being entered, and
the temperature measurements show a smooth and predictable trend.
However look at the next couple of observations...
- It is quite unusual for natural processes to change pH by more
than
1 or 1.5 units.
- Although temperature and pH are related to some degree, we would
not
expect such strong correlations as a result. The pH meters should
also be
designed to automatically correct for temperature. Was it in this case?
Perhaps not...
What might be going on in this case?
- The trend is real! Its very important to keep track of your GLOBE
data and to evaluate it regularly. If you decide that you are seeing a
real trend, look for possible ways to explain it. Often seasonality or
daily cycles in the natural world produce trends. Sometimes pH can reflect
something going on upstream from a location! Imagine if your data was
regularly at about 7 for a year, and then suddenly began to drop at the same
time you heard that acid rain was getting worse! Your data could be
reflecting a very real trend!
- On the other side of the coin, trends in data can very easily be
related to measurement technique. Imagine that you were measuring a water
source and found that your pH was steadily dropping, and had already dropped
by 2 pH units. In this case, you might suspect that your calibration
solution was inaccurate. If your pH meter was always being calibrated
slightly differently that it should be, then your measurement for the real
world might also be off.