An Interview with Professor Patty Coleman

Dr. Ron: Professor Coleman, it has been quite a long time since we last chatted.

Professor Patty: I agree, too long! And please, Dr. Ron, call me Patty.

DR: As long as you call me Ron.

PP: That would be impossible! Everyone knows you as “Dr. Ron.”

DR: (Chuckles) OK, you win.

DR: Patty, in statistics you teach how to perform hypothesis tests on one sample and on two samples. But, what if we are faced with finding, say the best solder paste, when we have 3 or more samples ?

PP: It is strange that you should ask that–I just added it to my lectures in the stats class I teach at Ivy U. When faced with this challenge, you have to use analysis of variance (ANOVA). Let’s consider an example where you have three solder pastes and you are measuring transfer efficiency (TE). (See Figure 1.) Typically, the goal would be at TE of 100%.

Figure 1. Transfer Efficiiency (TE) for Three Solder Pastes

DR: So it is quite obvious, from Figure 1, that vendor A has a lower TE than vendors B and C, but is the difference statistically significant?

PP: This is where ANOVA helps. With Minitab, we can statistically compare the samples using ANOVA. The results are in Figure 2.

Figure 2. Minitab Output of TE Data Comparisons for Three Solder pastes

DR: It looks like the difference between the TE of vendor B and C is not significant, as seen in the lower graph in Figure 2. Am I reading it correctly?

PP: Yes! And the two upper graphs comparing vendors A and B and A and C show that these differences are significant.

DR: So, we might drop vendor A from our evaluation and focus on B and C for further testing?

PP: Precisely.

DR: Is the Tuckey technique used to make the comparisons?

PP: Yes, it is! Wow! I’m impressed that you know that!

DR: Well I have been a “student” of yours for some time now.

They both chuckle.

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About Dr. Ron

Materials expert Dr. Ron Lasky is a professor of engineering and senior lecturer at Dartmouth, and senior technologist at Indium Corp. He has a Ph.D. in materials science from Cornell University, and is a prolific author and lecturer, having published more than 40 papers. He received the SMTA Founders Award in 2003.