Stats
Category: Ask Professor Mean. Get answers to your
Statistics questions from Professor Mean. He's not your average professor!
Update: June 2007. This page now contains most of the questions in the Ask
Professor Mean format, but there may still be a few stray questions missing. I
want to split this page into a set of smaller and more manageable pages.
Articles are listed in alphabetical order.
A | B | C | D
| E | F | G | H
| I | J | K | L
| M | N | O | P
| Q | R | S | T
| U | V | W | X
| Y | Z
A
Stats: Accuracy computations (November 26,
2003). Dear Professor Mean, I've heard a lot about accuracy
problems with Microsoft Excel, but I'd like to see an example where this
really is a problem.
Stats: All or nothing (August 18, 1999).
Dear Professor Mean, I would like to know the minimum number of patients
needed in order to achieve statistical significance. I am assuming a perfect
research situation where all of the patients who got a treatment lived and
all the patients who got the placebo died. What would the proper sample size
for an all or nothing response be?-- Hesitant Harrison
Stats: Alternating treatments (August 31,
2000). Dear Professor Mean, I'm running an experiment where I
randomize by alternating between the treatment and the control. I was told
this is not the proper way to do this. Why not?
Stats:
Analyzing data under an Intention to Treat model (December 19, 2007).
Dear Professor Mean, I need to know how to analyze a data set using the
intention to treat principle.
Stats: Are we assuming a normal
sample or a normal population? (August 30, 2007). Dear Professor Mean,
I'm fitting an ANOVA model to a sample of 25 observations, and the data is
skewed. I'm quite worried about this, but my husband reassures me that this
is not a problem. He says that the assumption is that the population is
normal, not the sample. Should I listen to him?
Stats: Asymmetric confidence intervals
(September 3, 1999). Dear Professor Mean, I found a journal article
with a confidence interval that was asymmetric. For example, the authors
reported a mortality difference of 5% and a 95% confidence interval of -1.2%
to 12%. I can't understand how the CI can be unequally distributed if it uses
the form ESTIMATE +/- 1.96*STANDARD ERROR.
B
Stats: Best fitting curve (January 26, 2000).
Dear Professor Mean: I have a graph of the trend for the mean frequency of
injuries among children from 1 to 11 years of age. The shape of the curve
suggests a nonlinear relationship between the age and the frequency of
injuries. Is there some software that would provide the best fitting curve
for this data from among a large family of nonlinear curves?
Stats: Binary outcome sample size calculations
(August 23, 2000). Dear Professor Mean, I have to calculate a sample
size for a binary outcome variable. The research study is on breast feeding
failures within 7 to 10 days of birth for mothers who intended to breast
feed. The rate of failure overall is expected to be about 12%. What sample
size do I need? -- Baffled Bob
Stats: Bonferroni correction (September 3,
1999). Dear Professor Mean: I keep reading about something called a
Bonferroni correction. Somehow this method keeps researchers from going on a
fishing expedition. Could you explain what a Bonferroni correction is and why
we want to keep scientists from fishing? -- Judicious John
Stats: Bootstrap (January 26, 2000).
Dear Professor Mean: I've heard a lot about how the bootstrap is going to
revolutionize statistics. How does the bootstrap work?
C
Stats: Calculating statistics on whole
numbers (April 4, 2008). Dear Professor Mean, I have some data that has
a resolution of 1, meaning that these are whole numbers only and no decimals.
When I calculate the mean and standard deviation, should I report the actual
value or should I round it?
Stats: Can the p-value actually
equal 1.0? (May 30, 2006). Dear Professor Mean, I have a data set that
compares the proportions in two groups. In the first group, the proportion is
19% (5/26). In the second group, the proportion is also 19% (3/16). I
computed a p-value of 1.0 for this data, but a referee tells me that a
p-value of 1.0 is impossible. How can I convince the referee that he/she is
wrong.
Stats: Can the standard
deviation be more than half of the range? (June 22, 2007). Dear
Professor Mean, I was trying to work with some simple data sets to see how
large I could make the standard deviation relative to the range. I know the
standard deviation can never be larger than the range, but I can't seem to
get it to be larger than half the range.
Stats: Can you use the
coefficient of determination for categorical variables (April 4, 2006).
Dear Professor Mean, How can you compute a coefficient of determination (R
squared) for a model that has a dichotomous variable? I thought that you
could only compute this in a linear regression model?
Stats: Causation (January 27, 2000).
Dear Professor Mean: Everyone says that smoking causes cancer, but we can't
really say that, can we? There is an association between smoking and cancer,
but we know that association does not imply causation, don't we?
Stats: Central Limit Theorem (March 9, 2004).
Dear Professor Mean, How does the central limit theorem affect the
statistical tests that I might use for my data?
Stats: Checking the assumption of normality
(September 11, 2002). Dear Professor Mean, I have some data that don't
seem to meet
the assumption of normality. What should I do? -Anxious Abby
Stats: Chi-square (September 3, 1999).
Dear Professor Mean: Can the Chi-squared test be used for anything besides
categorical data?
Stats: Confidence
interval for a rate (October 10, 2007). Dear Professor Mean, How do
you calculate a confidence interval for a rate?
Stats: Confidence intervals (November 29,
2004). Dear Professor Mean: Can you give me a simple
explanation of what a confidence interval is?
Stats: Collinearity (January 27, 2000).
Dear Professor Mean: Could you describe the term collinearity for me? I
understand that it has to do with variables which are not totally
independent, but that is all I know!
Stats: Composite scores (January 27, 2000).
Dear Professor Mean: I have developed a method to distinguish among several
products that we need to buy so our company can make a good purchasing
decision. I created a composite score which is a weighted average of several
different indicators of quality. I want to use statistics to determine when
two different products have significantly different composite scores.
Stats: Confidence interval with zero
events (January 19, 2001). Dear
Professor Mean, I was working with a colleague on some confidence intervals
for the probability of an adverse event during several different types of
operations. One of the proportions was zero, since the event never occured.
My friend computed a confidence interval and it went from zero to zero. I
told him that this couldn't be right and computing a confidence interval with
zero events is impossible. Isn't that right? -- Killjoy Karlina
D
Stats: Data is/are (November 26, 2003).
Dear Professor Mean, Should I write "data is" or "data are"?
Stats: Date calculations in SPSS (August 18,
1999). Dear Professor Mean, I am trying to use dates in SPSS for
certain calculations. For example, I want to use a compute statement in SPSS
to create a new variable called duration of injury (durinj). I know that I
must subtract the date of injury from the date of interview. However, when I
do this, I get a number in the millions. What am I doing wrong? -- Stumped
Sharon
Stats: Degrees of Freedom (September 3, 1999).
Dear Professor Mean: In your Simple Descriptive Statistics class, you
described the standard deviation as the square root of the average
squared deviation. If it is an average, how come we divide by the degrees of
freedom (n-1) rather than n. Is this just a conspiracy among statisticians to
make this stuff harder to understand?
Stats: Designing a pilot study (September 13,
1999). Dear Professor Mean, I am
proposing a research study that will examine a complex intervention of diet,
exercise, and behavioral modification for some of my pediatric patients who
need to lose weight. I want to collect some data from a pilot study before I
start the research study. How do I describe the pilot study in my protocol?
-- Sophisticated Sarah
Stats: Developing a research hypothesis (August
18, 1999). Dear Professor Mean, I want to do some research, but
before the hospital won't approve anything until I have a protocol with a
research hypothesis. I'm not sure why a research hypothesis is important. Can
you help? -- Little Linda
Stats: Displaying tables of percentages
(November 6, 2002). Dear Professor Mean, My colleagues and I argue
over the most appropriate way for displaying tables of percentages. Must the
row or column always add to 100%? Also, in cases where it is difficult to
know which variable is dependent, how does one decide the best way to present
the results? -- Garrulous Gail
Stats: Documenting negative results in a
research paper (October 11, 2001). Dear
Professor Mean, I have just finished a well-designed research study
and my results are negative. I'm worried about publication bias; most
journals will only accept papers that show positive results. How do I
document the negative findings in a research paper in a way that will
convince a journal to accept my paper? -- Apprehensive Arturo
Stats: Documenting your SPSS data sets
(August 18, 1999). Dear Professor Mean, I need to add some
documentation for SPSS data sets that I am creating. I know you covered this
in your "Gentle Introduction to SPSS" class, but I've already forgotten
everything. Can you review this for me? -- Baffled Bill
Stats: Does prevalence affect sensitivity (January 31, 2008). Dear
Professor Mean, Does lowering the prevalence of a disease have an effect on
sensitivity?
E
Stats: E notation (September 3, 1999).
Dear Professor Mean: In my regression output, I saw that following value:
-2.384E-03. What does this E notation mean?
Stats: Establishing validity and reliability
(November 6, 2002). Dear Professor Mean, I need to establish validity
and reliability of a new measurement. How do I do this? --- Flustered Fred
Stats: Ethics concerns about a
placebo run-in (October 4, 2006). Dear Professor Mean, Some of the
trials that our Institutional Review Board looks at have a placebo run-in
period. All patients are given a placebo before the start of treatment and
anyone who responds well to the placebo is dropped from the trial. What are
the ethical ramifications of such a study. You can't disclose the placebo
run-in period to the research volunteers because it would defeat the purpose.
Stats: Ethics of a placebo group (August 2,
2001). Dear Professor Mean, Some of my colleagues want to use
placebos in their research, but I have warned them about the ethical issues
surrounding the use of a placebo group. When (if ever) is it ethical to use a
placebo group? --Kibitzing Kathy
Stats:
Exploring interactions in a linear regression model (August 1, 2002). Dear Professor Mean, I have a model with two factors. When I ran the
model, it showed a significant interaction between the two factors. What do I
do now? --Troubled Trudy
Stats: Exporting SPSS graphs and tables
(January 28, 2000). Dear Professor Mean, I need to export the output
from SPSS and use some of it in my word processing file. What is the best way
to do this? -- Manic Marsha
F
Stats: Fisher's Exact Test (August 23, 2000).
Dear Professor Mean: What is Fisher's Exact Test and when should I use it?
Stats: Flaws in a research paper (January 27,
2000). Dear Professor Mean: A small group I've been teaching has
gotten extremely interested in how to decide when there are too many flaws in
a paper which would completely invalidate (and circular file) it.
G
Stats: General guide to data entry (September
3, 1999). Dear Professor Mean, I'm about to start typing in my
research data. Do you have any general guidelines for data entry?
Stats: Getting IRB approval for your research
Dear Professor Mean: I am submitting a proposal to our Institutional
Review Board. Is there anything you can do to help me get IRB approval?
--Terrified Terri
Stats: Guidelines for ANOVA
models (June 20, 2003). Dear Professor Mean, I wanted to compare two
groups in my research, those who completed every test battery, and those who
completed only some of them. I ran ANOVAs on age, iq, adhd score, and so
forth. My professor says that I should have used a t-test instead. Why can't
I use ANOVA. Isn't ANOVA better than a t-test? --Angry Anastasia
Stats: Guidelines for poisson regression
models (September 21, 1999). Dear Professor Mean, I have just
received feedback on a manuscript under review in which one reviewer
recommended use of Poisson regression. I am not familiar with this
technique--when it is appropriate and/or recommended, what assumptions the
data must meet, whether the procedure in SAS? SPSS? I would appreciate a
reference and/or citation to article(s) in which it has been used. Thanks! --
Denied Denise
Stats: Guidelines for
reliability/validity models (January 13, 2004). Dear Professor Mean,
How do I show that a measurement has validity and reliability? Meek Mark
H
Stats: How good is my prediction?
(August 13, 2007). Dear Professor Mean, I have two time series of
data, one actual and one predicted. Since I'm quite new to statistical
methods, I would like to know what methods are used to evaluate the different
between the two time series. I would like to able to say something like "the
predicted values were 70% accurate."
I
Stats: Importing database files into SPSS
(August 18, 1999). Dear Professor Mean, How do I import database
files into SPSS? I don't want to re-type everything, because there are 70,000
records. The data are stored in a Microsoft Access file. -- Vexed Vidya
Stats: Importing spreadsheet data into SPSS
(August 20, 1999). Dear Professor Mean,
I need to import data in an Excel spreadsheet, but I can't get SPSS to
read this data properly. Can you help? -- Stumped Stan
Stats: Injury index creation (September 23,
1999). Dear Professor Mean: I want to create an injury index that
describes the severity of an injury to a child. This would include
information about the type of injury, the location of the injury, the age of
the child, etc. What's the best way to do this?
Stats: Intention to treat (January 27, 2000).
Dear Professor Mean: I'm confused by medical journal articles that talk about
the use of "Intention to Treat" analysis. What does this term mean?
Stats: Interim analysis (September 13, 1999).
Dear Professor Mean, I'm going
on a job interview and I know one of the questions they will ask me is about
interim analysis. What should I tell them? -- Harried Howard
Stats: IRB review of a pilot
study (March 26, 2007). Dear Professor Mean: I am the new chair of the
IRB at a county hospital. Many of the studies we review are pilot studies
with small samples. I have been trying to locate criteria for the scientific
review of pilot studies, but have not found a consensus in the literature
that I have seen. Is a pilot study merely a "dry run" of the procedures that
will be used in a later, larger-scale study? Or, is it reasonable for the IRB
to demand that the investigator provide specific criteria for determining
whether the pilot has been a success? And, should the IRB furthermore demand
that specific hypotheses be formulated? My impression is that many
investigators declare their studies to be pilots in order to avoid more
rigorous scrutiny of their proposals.
Stats: Is my confidence
interval too wide? (September 21, 2006). Dear Professor Mean, Is there
a rule of the thumb to judge if a 95% CI is wide or narrow?
Stats: Is my confidence
interval wide? (September 11, 2007). Dear Professor Mean, I have a
case-control design. Among the cases, 271 were exposed and 317 were
unexposed. Among the controls, 125 were exposed and 976 were unexposed. After
adjustments for covariates, this produced an odds ratio of 7.4 with a 95%
confidence interval of 5.7 to 9.5. Is this a wide interval?
J
Stats: Jargon in Statistics (January 27, 2000).
Dear Professor Mean: I have to review a paper for journal club and I don't
understand all the obscure statistical jargon that the authors use.
K
Stats: Kaplan Meier (June 27, 2000).
Dear Professor Mean: When I read my medical journals, I keep on coming across
terms like "Kaplan-Meier Product Limit Estimate" or "Kaplan-Meier survival
curve." What do these terms mean and when are they used?
L
Stats: Log transformation
Dear Professor Mean, I have some data
that I need help with analysis. One suggestion is that I use a log
transformation. Why would I want to do this? -- Stumped Susan
Stats: Longitudinal data (July 26, 2002).
Dear Professor Mean, I have longitudinal
data on the growth pattern of patients given growth hormone. How should I
store the data? --Jittery Jerry
M
Stats: Maximum likelihood estimation (May 6, 2003).
Dear Professor Mean: What is maximum likelihood estimation and how does it
work?
Stats: Mean or median? (July 28, 2003).
Dear Professor Mean: I am writing a report on turnover. I want to summarize
the number of weeks it takes to fill a vacancy. Should I use a mean or a
median?
Stats: Merging files in SPSS (January 15,
2004). Dear Professor Mean, I get a strange error message when I try
to merge two files in SPSS. What is going on? -- Computing Cheryl
Stats: Mixture models (January 27, 2000).
Dear Professor Mean: I have read a journal article where the authors used a
mixture model . What is this?
Stats: Modifying SPSS data (August 18, 1999).
Dear Professor Mean, Before I start my data
analysis, I need to modify some of the data in my SPSS data set. I don't want
to re-type every number by hand. Is there a faster way to do this? --
Impatient Pam
N
Stats: Number needed to treat (January 27, 2000).
Dear Professor Mean: How are patients and their doctors supposed to decide
whether a research finding has practical significance? Why don't the medical
journals make things clearer?
O
Stats: Odds ratio versus relative risk
(January 9, 2001). Dear Professor Mean: There is some confusion
about the use of the odds ratio versus the relative risk. Can you explain the
difference between these two numbers?
Stats: One-tailed p-values (April 12, 2004).
Dear Professor Mean, SPSS produces two-tailed p-values, but I want a
one-tailed p-value. How do I get this?
Stats: The order of
entering interactions into a model (September 20, 2007). Dear
Professor Mean, I like your titanic example! But shouldn't you enter the
interaction term on a second step following entry of the main effects on the
first step? If you enter the terms all at the same time, the interaction term
will compete for variance with the two main effects on which is depends.
Stats: Outliers (January 28, 2000).
Dear Professor Mean: I have recently conducted a survey of attitudes toward
research from a professional group. There are some outliers (+/- 3SD) that I
would eliminate , but others conducting the research with me feel that this
might be a minority view, and should not be eliminate from the
dataset......any views or references that I should read to confirm my view,
or theirs?
P
Stats: Page's test (September 3, 1999).
Dear Professor Mean: I have recently come across a statistical test (Page's L
test), with which I am unfamiliar. Does anyone either have information about
this test or know where I might find information about it?
Stats: Parametric tests
for a ratio (October 27, 2006). Dear Professor Mean, I computed a
variable, Y3, which is the ratio of two other variables, Y1 and Y2. Can I use
a parametric test on this ratio?
Stats: Parametric versus nonparametric
tests (July 30, 2001). Dear Professor Mean: When should I use a
parametric test versus a non-parametric test?
Stats: Physician Performance Data (January
27, 2000). Dear Professor Mean: Producing statistics of physician
performance or group performance or whatever seems to be one of the great
growth industries in medicine. Graphs of performance in just about anything
seem to be produced - usually with something that looks at first glance like
a normal distribution (and almost never with any statistical addenda). But I
would like to know whether we can use them sensibly as anything other than
pictures? In particular when I am one of the subjects of the analysis how do
I interpret my own performance?
Stats: Post hoc comparisons
(March 15, 2006). Dear Professor Mean, I need to run multiple
comparisons among all possible pairs of means following an analysis of
variance test. What is the best approach? Tukey? Scheffe? Bonferroni?
Stats: Post hoc power (November 1, 2002).
Dear Professor Mean, The results of my study
were negative, and the journal reviewer insists that I perform a post hoc
power calculation. How do I do this? -Jittery Jerry
Stats: Privacy concerns in research (July 12,
2002). Dear Professor Mean, I want to do some research using tissue
samples, but the Institutional Review Board has said that I have to get
consent first, because the data are not anonymized. The also told me that I
might be able to get a waiver from consent if I deidentify the data. What's
up with all these privacy concerns in research. -- Doubting Denise
Stats: Protocol changes (December 22, 2000).
Dear Professor Mean: After I collected my data, I noticed a problem that I
had not anticipated. I want to make some protocol changes and analyze my data
differently. Can I do this?
Q
Stats: Quick
sample size calculations (October 11, 2001). Dear Professor
Mean, I'm reading a research paper. I suspect that the sample size is way too
small. I don't like the findings of the study anyway, so I'm hoping that you
will help me discredit this study. Is there a quick sample size calculation
that I can use? -- Cynical Chris
Stats: Quota stratified random sampling (January
28, 2000). Dear Professor Mean: I'm doing my thesis right now and I
have to use the quota stratified random sampling. I do not know the exact
meaning of this term.
R
Stats: Randomization (August 18, 1999).
Dear Professor Mean, I need to randomize the order in which I give
treatments and controls in my research study, but I don't know how to
randomize. Can you show me what to do? -- Baffled Beth
Stats: Regression to the mean (January 27,
2000). Dear Professor Mean: In a stat course, I was introduced to the
term "regression to the mean". Today we administered a pretest to 4th
graders. In February we will test again, with the same exam, to see "how much
they've learned". I explained to the principal that, of course they would do
better, no matter how well they were taught, that this was a classic case of
regression to the mean. Am I correct, close, or way off on this?
Stats: Relationship between
the standard deviation and the sample size (May 26, 2006). Dear
Professor Mean, I have a data set that is accumulating more information over
time. When I estimate the standard deviation for one of the outcomes in this
data set, shouldn't that value decrease as the sample size increases?
Stats: ROC curve (August 18, 1999). Dear
Professor Mean: I was at a meeting in Belgium and the buzz statistic was ROC
Analysis. I think it stands for Receiver Operating Characteristic curve. It
seems to be used for predictive values. I seemed to be a lone ranger in not
understanding as they were showing in several presentations "by this curve
you can see this is good or bad" and they didn't look very different. Do you
have a simple explanation about ROC curves?
Stats: R-squared (August 18, 1999).
Dear Professor Mean: On my TI-83, when calculating quadratic regression,
there is a number that is found called R-squared (R^2). I understand that
this is the coefficient of determination. But....I thought that R^2 had to do
with linear models. What is R^2 finding for this quadratic regression? what
does this number mean? is there a way to find R^2 through a "pencil and
paper" process? I know the equation for R^2 for a linear regression.
But its the quadratic I need to know about. Please, anyone, help!!
S
Stats: Sample size for a confidence interval
(January 26, 2000). Dear Professor Mean, We have a large dataset with
about 400 million records. We need to randomly select a subsample from it.
However we need help in determining the sample size. What sample size do we
need for the confidence interval calculations? -- Frantic Frank
Stats: Sample size for a diagnostic study
(September 3, 1999). Dear Professor Mean, How big should a study of a
diagnostic test be? I want to estimate a sample size for the sensitivity and
specifity of a test. I guess confidence intervals would address this, but is
there a calculation analogous to a power analysis that would apply to figure
out the size of the groups beforehand? -- Jovial John
Stats: Sample size for Mann-Whitney U (September
28, 2000). Dear Professor Mean, I need to calculate the sample size
for the Mann-Whitney U test. How do I do this? -- Bewildered Bob
Stats: Sigma in the control chart (January 27,
2000). Dear Professor Mean: I ran a control chart in SPSS for
individual values, and the control limits don't correspond with what I would
expect from the descriptive procedure that I ran first. In particular, the
value of sigma in the control chart appears to be an approximation of what I
computed earlier. Why would SPSS use a different calculation for sigma?
Stats: Skewed data (June 5, 2003). Dear
Professor Mean: Please explain how the standard deviation can be greater than
the mean. I think it is because of skewed data.
Stats: Small
sample size (October 11, 2001). Dear Professor Mean, Are there
problems with a very small sample? Can the
t-test be used with a sample of just three subjects? -- Anxious Abdelwahab
Stats: So you want to write a
questionnaire (July 12, 2002). Dear Professor Mean, I need to write a
questionnaire for a research study I am conducting. Can you help me write it?
-- Cautious Carmen
Stats: Splines (January 27, 2000).
Dear Professor Mean: Can you send me a basic definition of splines?
Stats: Spreadsheet or database (January 28,
2000). Dear Professor Mean, I am not sure
whether I should use a database or a spreadsheet to enter my data?
Stats: SPSS citation (March 6, 2002).
Dear Professor Mean: I'm writing a research paper. When I talk about the
statistical methods, how do I properly cite the use of SPSS software? And
just what does SPSS stand for anyway? --Zealous Zohreh.
Stats: Stein's paradox (January 27, 2000).
Dear Professor Mean: What is "Stein's Paradox?"
Stats: Stopping a study early (October 29,
2002). Dear Professor Mean, I tried really hard to recruit the number
of subjects that I promised to in my power calculations, but I just can't do
it. I'm thinking about stopping the study early, but I'm worried that it
might screw up all my statistics. -- Exhausted Evelyn
Stats: Stratified random sample (August 23,
2000). Dear Professor Mean: What is a stratified random sample and
why would I want to use one?
T
Stats: The minimal impact of population
size on power and precision (January 19, 2001). Dear Professor Mean,
Can you explain why it is okay to have similar sample sizes for populations
of very different sizes. For example, why is it that a sample size for a
population of 10 million doesn't have to be much larger than a sample size
for a population of 10 thousand? -- Skeptical Sam
Stats: Three
things you need for a power calculation (November 8, 2001).
Dear Professor Mean, I want to do research. Is forty subjects enough, or do
I need more? Didn't I hear you mention something about three things you need
for a power calculation? -- Eager Edward
Stats: T-test (April 18, 1999).
Dear Professor Mean: How do you analyze a t-test? I have a t-test value, and
I know that I have to compare it to a t-distribution. I'm not sure how to do
that.
Stats: Type II error (September 3, 1999).
Dear Professor Mean: A journal reviewer criticized the small sample size in
my research study and suggested that I mention a Type II error as a possible
explanation for my results. I've never heard this term before. What is a Type
II error?
Stats: Type III
error (January 3, 2008). Dear Professor Mean, What is the
definition of a Type III error?
U
Stats: Unequal group sizes (November 2, 2001).
Dear Professor Mean: I am comparing several groups of subjects, but the
number of subjects in each group differ quite a bit. How does this affect the
assumptions in analysis of variance?
V
W
Stats: Web polls (July 30, 2001). Dear
Professor Mean: I'm conducting a number of web-based polls on the web and
would like to include a margin of error in my results. How do I do this?
Stats: What to measure in a
post-marketing surveillance study (May 2, 2007). Dear Professor Mean,
I am volunteering as a data analyst in a post-marketing surveillance to
assess the safety and efficacy of a drug. I'm not sure what to measure and
how to measure it. Can you help me figure out what really needs to be done?
Stats: When does heterogeneity
become a concern? (June 5, 2008). Dear Professor Mean, I have an ANOVA
model and I am worried about heterogeneity--unequal standard deviations in
each group. How should I check for this?
Stats: When should you use a log
transformation? (December 28, 2007). Dear Professor Mean, How do I know
whether it is appropriate to use a log transformation for my data?
Stats: Why 95% confidence limits (May 6, 2002).
Dear Professor Mean:, I've been working with small data sets for some
neuroimaging research that have five (5) treatment and five (5) control
participants. It is not unusual to have such small samples in this kind of
work. My 95% confidence interval (CI) included zero; yet, the 85% confidence
interval did not include zero. I know that the 95% CI is the common one, but
I also know that others are used, but I don't know when to use them.
Therefore, I'd like to know why we use 95% confidence limits all the time?
When is it appropriate to use other CIs and the logic behind making such
decisions?
Stats: Why the plus one in
the percentile formula p(n+1)? (June 22, 2007). Dear Professor Mean, I
was reviewing your page on the interquartile range and was wondering why the
formula for the quartiles in particular and percentiles in general asks you
to select the p(n+1) observation. Why do you need to add one?
Stats: Writing a methods section (January 15,
2001). Dear Professor Mean: I am submitting a proposal to our
Institutional Review Board. Is there anything you can do to help me get IRB
approval? --Terrified Terri
Stats: Writing a research grant (September 13,
1999). Dear Professor Mean, I'm
writing a research grant to look at the impact of managed care on the care of
children with chronic epilepsy. How do I structure the grant so I'm
guaranteed to get funding? -- Ambitious Ann
X
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[Return to full topic list] This webpage was written on 2001-11-24 and was last
modified on
2008-07-08.