Experimenter
New member
Dr. Ron,
First, Great article! This is the kind of research I wish we could do more of in this hobby. Too bad it is so expensive to do. Also, I apologize for the length of this response. As a reviewer I sometimes get carried away!
Second, I am wondering about your assumption of normality of some of the variables. I am most interested in the tank factors, since honestly I don't really understand the chemistry or much of the biology of what is going on. In particular, I think it is probably an error to assume that (1) tank age and (2) tank size have normal distributions. Tank age, by definition, does not (it should be positively skewed). Since tank age is probably one of the most interesting factors (at least for me) I see this as a potential problem. I wonder what the correlations would look like if you performed a log transformation on tank age and tank size? It may not change anything, but you never know.
Third, I am not sure how you measured "water changes." Is it simply "yes I do them" or "no I don't"? It would appear to me you could calculate a better measure of how much water is exchanged. Maybe such a measure would be the percentage of tank volume exchanged in an average one month period. This way you could recode the people who change 10% 4x/month to a measure of the monthly exchange (you could also do this for people who do it less often). I know this would be imperfect, but I think this issue is more important than your results show - and this could be a function of the measure and not the real factor.
Fourth, I am getting the picture from your results that tank age plays an important role in the build-up of nutrients and other elements. The problem is, we cannot do anything about the age of our tanks, per se (without tearing them down). I would have guessed that we could have offset the negative effects of age with water changes. In other words, I would have predicted an interaction between age and water changes predicting the nutrients and elements. I realize you don't have the sample size, but with a better measure for age (logged) and water changes, it might be worth a try to see if you can at least partially offset the negative effects of age with water changes.
Thanks again for doing this for the hobby.
Take care,
John
First, Great article! This is the kind of research I wish we could do more of in this hobby. Too bad it is so expensive to do. Also, I apologize for the length of this response. As a reviewer I sometimes get carried away!
Second, I am wondering about your assumption of normality of some of the variables. I am most interested in the tank factors, since honestly I don't really understand the chemistry or much of the biology of what is going on. In particular, I think it is probably an error to assume that (1) tank age and (2) tank size have normal distributions. Tank age, by definition, does not (it should be positively skewed). Since tank age is probably one of the most interesting factors (at least for me) I see this as a potential problem. I wonder what the correlations would look like if you performed a log transformation on tank age and tank size? It may not change anything, but you never know.
Third, I am not sure how you measured "water changes." Is it simply "yes I do them" or "no I don't"? It would appear to me you could calculate a better measure of how much water is exchanged. Maybe such a measure would be the percentage of tank volume exchanged in an average one month period. This way you could recode the people who change 10% 4x/month to a measure of the monthly exchange (you could also do this for people who do it less often). I know this would be imperfect, but I think this issue is more important than your results show - and this could be a function of the measure and not the real factor.
Fourth, I am getting the picture from your results that tank age plays an important role in the build-up of nutrients and other elements. The problem is, we cannot do anything about the age of our tanks, per se (without tearing them down). I would have guessed that we could have offset the negative effects of age with water changes. In other words, I would have predicted an interaction between age and water changes predicting the nutrients and elements. I realize you don't have the sample size, but with a better measure for age (logged) and water changes, it might be worth a try to see if you can at least partially offset the negative effects of age with water changes.
Thanks again for doing this for the hobby.
Take care,
John