What's the point of a histogram of baseline measurments?

  • Context: High School 
  • Thread starter Thread starter p3t3r1
  • Start date Start date
  • Tags Tags
    Histogram Point
Click For Summary

Discussion Overview

The discussion revolves around the purpose and significance of including histograms of baseline measurements in research papers, particularly in the context of comparing two groups. Participants explore the implications of these histograms for data analysis and interpretation.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification
  • Debate/contested
  • Homework-related

Main Points Raised

  • One participant expresses uncertainty about the purpose of histograms in their research, questioning their value beyond identifying outliers.
  • Another participant suggests that baseline histograms can demonstrate the absence of background contributions to the measurements, which is crucial for accurate analysis.
  • A follow-up question arises regarding whether a normal histogram indicates no background contribution, challenging the reliance on t-tests for this assessment.
  • It is noted that even with background contributions, proper subtraction can yield a clean signal, and histograms can reveal variations across different demographic groups in experimental contexts.
  • A participant emphasizes that histograms represent empirical measurements of probability density functions, suggesting that examining these distributions can provide additional insights beyond what t-tests offer.

Areas of Agreement / Disagreement

Participants do not reach a consensus on the definitive purpose of histograms, with multiple viewpoints on their significance and the relationship between histogram analysis and statistical tests like the t-test remaining unresolved.

Contextual Notes

Participants mention various factors that could influence the interpretation of histograms, such as background contributions and demographic variables, but do not resolve how these factors interact with the statistical analysis.

Who May Find This Useful

This discussion may be useful for researchers and students involved in experimental design and data analysis, particularly those unfamiliar with the role of histograms in presenting baseline measurements.

p3t3r1
Messages
32
Reaction score
0
Hey folks, I am trying to write a paper and my suprevisor told me to make baseline measurments of the two groups and plot a histogram for each group and include that in my results. Problem is, I don't know that purpose of this histogram is and I don't know what to write. I mean yeah histogram allows me to see outliers but what's the point other than that? For the rest of my results, I could say something about the t test value, p value etc.. but right now I am only saying that a histogram of the baseline measurment is shown in figure 1 & 2 without saying anything else and I feel like I am missing something here.

First time writing a research paper, some help here would be appreciated, thanks!
 
Physics news on Phys.org
Hi p3t3r1-
A baseline histogram plot is useful to show that there is no background contribution to the parameter you are measuring from parameters you are not aware of, and may affect your measurement. Also if the parameter you are looking for sits on top of large backgrounds, the reader is assured that you have properly included a background subtraction in your analysis. So a histogram difference (subtraction) represents the parameter you are measuring, and nothing else. This method is used to verify the existence of a new fundamental partilcle, like the Higgs boson, for example.
Bob S
 
Thanks for the quick reply. So let me get this right, if I include a histogram and it looks normal for the baseline measurments, that means I have no background contribution? I thought that was excluded by doing a student t-test between the treatment group and the control group? Thanks!
 
If you do have a background contribution (even if it has structure), and you adequately subtract the background from the gross signal, your true signal is probably clean. If you were a pharma, you might be doing a double-blind experiment with your new drug and a placebo, dose rates, dose duration (time), body mass, and for different age groups, education, physical condition (illnesses), sexes, pregnant women, and [STRIKE]races[/STRIKE] ethnicity, income? et cet.
Does your drug work better for some groups than others? Histograms will quickly show these variables.

Bob S
 
Last edited:
A histogram is an empirical measurement of a probability density function. You want to say things about (the difference of several) probability density functions, so it is always a good idea to have a look at them, no ?
Yes, the student-t test will give you an answer to the question whether two populations come from distributions with the same mean value or not. But it can be interesting to look at the distributions themselves, no ?
 

Similar threads

  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 34 ·
2
Replies
34
Views
5K
  • · Replies 2 ·
Replies
2
Views
1K
  • · Replies 3 ·
Replies
3
Views
3K
  • · Replies 3 ·
Replies
3
Views
8K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
3
Views
5K
  • · Replies 33 ·
2
Replies
33
Views
3K
  • · Replies 2 ·
Replies
2
Views
2K