# Questions tagged [two-way]

For statistical models or methods used to study the effects ow two variables simultaneously, see https://en.wikipedia.org/wiki/Two-way_analysis_of_variance

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### Two way analysis of binary data (repeated)

I have a data set that is measuring a yes(1)/no(0) outcome across six time points and under two conditions. We have 15 participants that completed all time points under the two conditions. Disclaimer;...
1answer
18 views

### R survey sackage method for replicating SUDAAN proc crosstabs SEROW [closed]

I have been using SUDAAN's proc crosstabs to generated weighted crosstabs, percentages, and standard errors for counts and percentages. I'm trying to replicate this functionality in R and have gotten ...
0answers
19 views

### What is the difference between the measurement, and within subject factor fields is in SPSS (two-way repeated measures ANOVA)?

First, I am sorry if this seems very silly, but this is the first time I do any statistical analysis. I did a study with 10 subjects and I have a couple of questions regarding the statistical ...
1answer
18 views

### Comparing proportions of two samples in time

I am trying to compare if the proportion of one bird subspecies in a roosting area is different now from over 20 years ago. My dataset looks like following: -In 1996 birds were counted at a ...
1answer
31 views

### Homogeneity of variances but non normal residuals of a two way ANOVA

I have a problem, actually two. I am doing a bunch two-way ANOVAs and some of them can't fullfil the assumptions, no matter what I transform the data to. Question: Does there exist a suitable non-...
1answer
47 views

### Dummy variables in two-way ANOVA

I do not understand how to use dummy variables and the statistics underlying them. I don't need to apply this or use it in SPSS or any software. I do know that they can be used for categorical ...
1answer
20 views

### Two-way Anova, repeated ANOVA or nested model?

I have different measures of Silicon concentration in different disks of solidified metal. Those discs were all cut from a cylindrical "billet". Also, to get the measures of concentration, each disc ...
0answers
34 views

### Two way ANOVA with percent change

I have two groups of animals: "active cycle" and "inactive cycle". Within each group, there are two groups: "control" and "treated". I measured the levels of a specific receptor for each animal in ...
2answers
30 views

### A two mixed ANOVA showed no significant interaction, but showed a statistically significant main effect of time, Do I need to run a paired T-test?

I did a mixed ANOVA with one within subjects factor with two levels 'time' and one between subjects factor (control + intervention). Its a comparison between INT or CON on scores pretraining and ...
1answer
88 views

### Help in Two-way ANOVA with Significant Interaction

(note: I removed the original table because there were some mistakes in it. I preferred to use R annotation of Sal's answer.) Hi everybody, I got the following results for an experiment of ...
0answers
7 views

### Two-way mixed ANOVA - do I need to transform pretest AND posttest

I am conducting a two-way mixed ANOVA on intervention data from a randomized controlled trial (i.e., my within-subject factor is time, and my between-subject factor is treatment condition). My ...
0answers
215 views

### Research question: Which stain is most effective for improving tissue contrast in CT scans of the larynx?

I'm doing research into which stain out of I2KI, PMA and PTA is most effective for improving tissue contrast in CT scans of the larynx. I have 9 specimens in I2KI (CT scanned after 0, and then either ...
0answers
45 views

### r - How to use Aligned Rank Transformed ANOVA for 2x2 non-normal data?

I'm a complete novice to stats and r so kindly bear with me. I'm testing to see if the moisture content in two plants (p and s) is affected by heat (cold and warm). The 2x2 factorial data mandates a ...
0answers
50 views

### How to recover fixed effects in two-way panel regression after within transformation

Individual effects only When I want to estimate a fixed effects model without time effects of the form $y_{it} = \mu_i + x_{it} \beta + u_{it}$, I can estimate the coefficients $\beta$ and $\mu_i$ ...
1answer
42 views

### Are these the correct residuals to test for normality for a within-subjects 2-way anova?

I have data of an experiment where subjects performed a task under 4 conditions (A1B1, A1B2, A2B1, A2B2, where A1/A2 are the levels of factor IV1 and B1/B2 those of ...
0answers
188 views

### Understanding, reporting and post hoc testing a 2x2 Mixed ANOVA

I one dependent variable, one between groups independent variable (intervention vs. control) and one within groups independent variable (time1 vs time2) so I am using a 2x2 mixed ANOVA. These are my ...
0answers
25 views

### Should I use a MANOVA and then a two-way MANOVA or just the two-way MANOVA?

My research questions: Is there an effect of the independent variable on the two dependent variables? Is this effect of the independent variable on the two dependent variables stronger for females ...
0answers
36 views

### What statistical test should I use for moderation?

I am hoping to test an interaction effect, though being new to statistics/quant research in general, I am a little unsure as to which test would be most appropriate. I have read around using ...
0answers
95 views

### Unbalanced Two Way ANOVA

I am attempting to finish my stats on my Master's thesis and am having difficulties with which statistics test I should be using, and how to go about doing so. I have collected chl-a samples at 15 ...
0answers
12 views

### Time course experiment with treatment, use two way RM ANOVA with post tests or multiple ttests?

I have time course experiment with time and treatment as variables and want to compare treatment differences at specific time points. Would it be improper to use a unpaired ttest at a specific time ...
0answers
129 views

### From two-way fixed-effects model to first difference model

Let's say I have a two-way fixed-effects model Yit = α + Xit β + ui + vt + εit where Xit is a vector. Considering the assumptions : data set with balanced panel T= 2 observations per group. My ...
1answer
72 views

### Biostats two way anova in R boxplot visualisation

I am having a problem analyzing some data from a recent experiment in R. The experiment was balanced with 5 replicates in each group. It included two factors (plant type and leaf age) with 15 ...
0answers
21 views

### Significant interaction in Mixed-design 2-way ANOVA. How to correct for multiple comparisons?

I have conducted a mixed-design two-way ANOVA (between subjects variable : 2 levels; within subjects variable : 8 levels). I have a significant main effect of between and within subject variables and ...
1answer
32 views

### Post hoc analysis after two-way repeated measures ANOVA

I am measuring test performance at 10 different timepoints, before and after drug application. So far I ran two-way repeated measures ANOVA and determined there is a significant timepoint, drug, and ...
1answer
31 views

### Two way ANOVA, no difference between tests based on type I vs type II sums of squares

I'm learning about two way ANOVA possibly with interaction. I'm following this tutorial http://www.sthda.com/english/wiki/two-way-anova-test-in-r This is their code. ...
0answers
19 views

### Which statistical test to compare between and within differences?

I have two groups of patients with two different treatments applied, Treatment A vs Treatment B. In addition, I have measurements on 4 different time points for an ordinal variable (scale 1 to 4, ...
1answer
37 views

### Two-way repeated measures anova using a “categoryish” independent variable?

I am trying to run a two-way repeated measures anova in spss but i think my data needs restructuring. I have run anova's in spss before so i am familiar with process. The problem is that when i have ...
0answers
37 views

### Mixed-Design ANOVA Confusion: Do I separate my treatment Column?

In this particular study, I had 40 experimental subjects which were randomly allocated to 2 treatment groups. After the initial treatment, each where randomised to receive 2 other treatments. So the ...
0answers
8 views

### How to analyze non-normal DVs from two-way repeated measures (4x4) design

In my study twenty subjects experienced all four levels of both factors (4x4 design). The residuals for my DVs were not normally distributed as would be required for the two-way repeated measures ...
0answers
45 views

### Is Kruskal-Wallis the right test?

I'm writing a research protocol and trying to work out the right test. Is there a significant difference between the success rate (dependent variable, ratio data) for different repair materials (...
0answers
19 views

### I need help to specify a two-factor mixed effects model with repeated measures (temporary pseudoreplication)

I performed an experiment with two factors, the first factor was the glyphosate concentration with three levels and the second factor was the soil depth with two levels. For each treatment I have four ...
0answers
70 views

### Post-hoc tests for two-way ANOVA on data with only two levels in each variable?

I sampled women and selected 30 high conformity women and 30 low conformity, matched for age, weight and activity level amongst other things. I split each group into half, with half on an exercise ...
1answer
1k views

### When do I use two-way mixed, two way random and one way random for the Intraclass correlation coefficient?

I have a question about the intraclass correlation coëfficiënt. I have 62 patients for whom I calculated the breast tumor volume. The surgeon who resected the tumors did the same thing, but without ...
2answers
37 views

### What statistics to use and How for “difference in differences”

There may be similar questions posted earlier but I am a novice for statistics and cannot discern them from mine, so I am posting my question as it is. What statistics can I use and how to use it (...
0answers
73 views

### Homoscedasticity and normal distribution on proportion data - beta regression necessary?

I have a couple of datasets with proportion data. For some datasets the values are nicely normal-distributed and show homoscedasticity. Is it fine to run a two-way ANOVA or Scheirer-Ray-Hare test? Or ...
1answer
471 views

### ANOVA or Multiple t-tests for comparing multiple organs in two mice groups

I am comparing two mice groups (1 experimental and 1 control) but I obtain data from 4 different organs of these mice. When I order my data (using GraphPad Prism) I use a grouped table and graph to ...
1answer
191 views

### Significant interaction: both simple effects tests significant?

I'm reviewing a paper in which there are two independent variables (A and B), each with two levels (A1 and A2; B1 and B2). There is a significant two-way interaction. The authors ran simple effects ...
1answer
1k views

### One-way ANOVA or two-way ANOVA for more than 10 independent variables and 1 dependent variable?

I want to do an analysis where my model contains 1 dependent variable which is continuous (eg. SCORE of respondents) and around 10 independent variables (eg- Age, income(continuous), Gender, disease ...
2answers
290 views

### Are these factors considered random or fixed factors?

I am in a little bit of a mix right now regarding this scenario right here. Assuming I have a 2x3 design, looking at the effects of: Two mood-inducing conditions: Happy Neutral 2.Three levels of ...
1answer
291 views

### 2-way ANOVA main effects vs interaction effect issue

I have an experimental design with 4 groups: (1) Controls, (2) Treatment A, (3) Treatment B, and (4) Both treatments A and B The data looks like this: In this experiment, I want to know what ...
0answers
166 views

### 2x2 anova: one main effect significant, other main effect and interaction are not

I was wondering what to do in this situation. I wanted to check for interaction between two IV's on the DV. First IV is gender, second musicianship (Yes/No). Only one (musicianship) main effect is ...
2answers
2k views

### Two-way ANOVA with unequal sample size, but equal variances

I want to run a two-way ANOVA. I have unequal sample size and equal variance. Can I run the analysis?
0answers
515 views

### Two-way ANOVA with Tukey post-hoc for unbalanced design with missing cell

My question: when performing a two-way ANOVA (type III sum of squares), what is a valid approach to handling cells with zero observations? More details: I would like to apply a two-way ANOVA, ...
1answer
2k views

### What exactly does a non-significant interaction effect mean?

In a two-way ANOVA, what exactly does a non-significant interaction mean? e.g. variables A and B both have significant main effects but there is no significant interaction effect. Does this mean that ...
0answers
198 views

### Can I use omega squared with unequal sample sizes (two-way ANOVA)?

I need to compare means of 4 groups (2 categorical predictors and 1 continuous outcome variable). The homogeneity of variance assumption is tenable. However, due to the non-normal distribution and ...
0answers
252 views

### Is this a synergistic interaction or antagonistic?

I ran a two-way ANOVA and I found this plot, but I am not sure the interaction I found is synergistic or antagonistic. Here, I have investigated effect of sex and three different location on fish ...
2answers
201 views

### How should I interpret my plot!

I ran a two way anova to test effect of sex (2levels) and locations (3 levels) on size of fish. I got this results. First, I would like to know whether my interaction is synergistic or antagonistic as ...
1answer
27 views

### What statistical analysis should I use for 2 groups, 2 difference outcomes

For an experiment, I have two groups of participants (one group with pain, one without pain) who are going to perform three tasks. One task is under normal conditions, one task is with overstated ...
0answers
20 views

### Can the application rate “none” be treated as a level in a Two-way Anova?

In my experiment I have 3 types of soil and I fertilised all of them with the same fertiliser at the same application rate. I then sub-divided my 3 soil samples by adding one type of soil amendment at ...
1answer
6k views

### Unbalanced two-way ANOVA in R Studio

I have a dataset that is unbalanced. I am testing how temperature and the size of a carcass affect the development rate of maggots. The duration is the time spent in a particular development stage of ...