p-hat symbolizes the “sample proportion”. x bar symbolizes the “sample mean”. s represents the “sample standard deviation”. All of the above symbols are the “sample statistics” because they are calculated from the “random sample” taken from the “population” when the analysis of whole population is not possible. “Population parameters” are fixed measurements and they are calculated from the whole population. Answer: Sample statistics.
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BrownMath
brownmath.com › swt › symbol.htm
Stats without Tears Statistics Symbol Sheet
SEP = standard error of the proportion (symbol is σp̂). Defined here in Chapter 8. X (capital X) = a variable. x (lower-case x) = one data value (“raw score”). As a column heading, x means a series of data values. x̅ “x-bar” = mean of a sample.
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Richland College
people.richland.edu › james › lecture › m170 › ch10-pro.html
Stats: Two Proportions
We will also be computing an average proportion and calling it p-bar. It is the total number of successes divided by the total number of trials. The definitions which are necessary are shown to the right. The test statistic has the same general pattern as before (observed minus expected divided ...
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Wyzant
wyzant.com › resources › ask an expert
p bar sample stat | Wyzant Ask An Expert
November 14, 2020 - Find ¯p (p-bar), as a decimal, rounded to two decimal places.
Top answer
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Both questions are essentially applications of the Central Limit Theorem, which says (informally) that "the value of a sum over many samples from a common population will tend to a normal distribution as the number of samples becomes large".

The two questions differ in the type of data that they treat. The "xbar" question concerns temperature, which is a continuous measurement (e.g. a decimal number). The "phat" question implicitly concerns a binary measurement (true/false, e.g. each student either invests or does not).

Commonly a measurement of a random variable will be denoted by . For a random sample the sample mean will then be denoted by . This applies directly to the "xbar" question. Here each is a temperature measurement, and the question asks about the sampling distribution of . (This arises when is computed many times over different samples, each of size ).

For the "phat" question, the notation and logic is consistent with this, but the connection is a little more involved. In this case each will correspond to an individual student, who either invests () or does not (). The probability that a student will invest would commonly be denoted by ( in this case). These conventions of and are standard for the case of a binary random variable.

Now imagine we do not know the value of , but wish to estimate it from a random sample of students . For a single student the expected value of is , denoted (see also here). Similarly, by the properties of expectation, for the sample we have . So here the sample mean provides an estimate of the population parameter . In statistics it is standard practice to denote an estimate of a population parameter by using a "hat", so here we it makes sense to denote the sample mean as .

(For the "xbar" problem the comparable notation would be , as there is normal rather than Bernoulli.)

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Below one could be a handy tip. The image clearly distinguishes between sample mean and sample proportions.

Source

Source info: UF Biostatistics Open learning textbook, Module 9, Sampling Distribution of the Sample Mean (in case link dies out in future)

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Wumbo
wumbo.net › symbols › p-hat
P Hat Symbol (p̂)
In statistics, the p-hat symbol (written as p̂, with a “hat” or “caret” over the letter p) is used to represent the proportion of a sample with a particular characteristic or outcome.
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Wikipedia
en.wikipedia.org › wiki › Pbar
Pbar - Wikipedia
December 29, 2019 - antiproton, a fundamental particle, its symbol is · p · ¯ · {\displaystyle {\bar {p}}} , "p-bar" Category: Disambiguation pages · Search · Pbar ·
Find elsewhere
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University of North Dakota
cs.uni.edu › ~campbell › stat › inf6.html
Proportions
Notation:We shall use p to denote the proportion of in the entire population (this is µ, the mean for the entire population if you are scoring yes as 1 and no as 0). We shall use p-hat (this should be a lowercase p with a caret (^) circumflex) to denote the proportion in the sample (this is ...
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Spreadsheet Daddy
spreadsheetdaddy.com › home › excel › how to☝️ type x-bar, y-bar, p-hat, and other statistical symbols in microsoft excel
How To☝️ Type X-bar, Y-bar, P-hat, and Other Statistical Symbols in Excel
September 12, 2025 - Statistical symbols in Excel can be tricky - but not if you're armed with this tutorial. Read on to learn how to type x-bar, y-bar, p-hat, x-hat, and other symbols.
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Penn State
sites.psu.edu › gotunicode › 2010 › 03 › 26 › dealing_with_x-bar_x_and_p-hat
Got Unicode (3.0) | Dealing with x-bar (x̄) and p-hat (p̂) in Statistics
July 21, 2017 - Revised Oct 23, 2012 A common question I get (at least common in Unicode terms) is what the code is for the p-hat (p̂) symbol and x-bar (x̄) symbols in statistics. Although these are comm…
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Sou
webpages.sou.edu › ~stonelakb › math › pdf › Math 243 Symbols.pdf pdf
Sou
Brian Stonelake's math page contains tutorial math videos to help students with calculus, pre-calculus and statistics
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Reddit
reddit.com › r/statistics › does "bar" and "hat" mean the same thing?
Does "bar" and "hat" mean the same thing? : r/statistics
January 11, 2018 - Sorry, this post was deleted by the person who originally posted it. Share ... As Nate said, bars are averages, hats are estimates.
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Quora
quora.com › What-is-p-hat-in-statistics
What is “p hat” in statistics? - Quora
Answer (1 of 6): In statistics, "p-hat" (p̂) represents the sample proportion. It is commonly used when working with categorical data and estimating the population proportion from a sample.
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Wikipedia
en.wikipedia.org › wiki › P-chart
p-chart - Wikipedia
November 15, 2025 - The inspection procedure is the same for each sample and is carried out consistently from sample to sample ... {\displaystyle {\bar {p}}} is the estimate of the long-term process mean established during control-chart setup.
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LTC Online
ltcconline.net › greenl › courses › 201 › MoodleHints › CentralLimitTheorem › CLTTF › hintSymbols.html
Below are the some of the symbol
Symbols and Their Meaning · Below are the some of the symbols that represent parameters and statistics that are used in elementary statistics
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Wikipedia
en.wikipedia.org › wiki › Notation_in_probability_and_statistics
Notation in probability and statistics - Wikipedia
1 week ago - {\textstyle x_{1},x_{2},\ldots ,x_{n}} is often denoted by placing an "overbar" over the symbol, e.g. ... The α-level upper critical value of a probability distribution is the value exceeded with probability ... {\textstyle F} is the cumulative distribution function. There are standard notations for the upper critical values of some commonly used distributions in statistics:
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Qualityandinnovation
qualityandinnovation.com › 2014 › 11 › 22 › typing-x-bar-y-bar-p-hat-q-hat-and-all-that-2
Typing x-bar, y-bar, p-hat, q-hat, and all that! In Microsoft Word (& Excel) – Quality and Innovation
November 22, 2014 - Voila again! Your x has a bar. Go forth into the world and enjoy the same liberation I have just felt… o, ye writers of statistical stuff in documents. ... Hi, I tried this and it works! If the letter is upper-case, the symbol goes through it, but lower case p or x has the symbol above.