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June 25, 2025 at 5:02 PM
electiontruthalliance.org
Not all data is created equal.

Election data is published by city/county/state and varies in format and completeness.

This poses challenges to collecting data for analysis. Sometimes information requests are needed for necessary data.

Follow for more #ElectionData101🧑‍💻
Ranking election data: Subpar: missing data or no data at all. Basic: total votes per candidate per precinct, Mid: Basic data and vote type. Ideal: all "mid" data and number of registered voters per precinct. Epic: all "ideal" data and cast vote record (CVR) and/or tabulation machine data.
April 4, 2025 at 7:25 PM
electiontruthalliance.org
To put this very simply:

Parallel lines = Typical 👍
Crossing lines = RED FLAG 🚩

To learn more about Vote Share by Vote Count Analysis, see our Methodology page here: electiontruthalliance.org/our-methodol...

#VerifyTheVote #SecureTheMidterms #ElectionData101 #TruthMatters #TheMathAintMathin
Election Data 101: Vote Share by Vote Count presented by Election Truth Alliance .org Two graphs are presented from the 2024 election in Allegheny county, Pennsylvania. The first graph is Main-in votes and says "Candidate vote share typically averages out across precincts, reflecting a general community preference" The graph shows Democratic votes across all precincts averaging out to around 60% vote share, while the Republican votes average around 40%. Two parallel lines are drawn, along with a smilely face. The second graph is Election Day votes, in which Democratic and Republican votes begin high and low respectively until precinct vote count size increases, and their averages swap- creating an "X". It reads: "So why does one candidate benefit disproportionately here, in precincts where more votes were cast?"
July 24, 2025 at 4:01 PM
electiontruthalliance.org
“One for you, two for me.”

We’ve got a sweet visual representation to show you what may have happened in the 2024 General Election.

Let’s just say, when you’ve got a bad sweet tooth, you might resort to taking more candy for yourself.

#VerifyTheVote #AuditPA #ElectionData101
April 8, 2025 at 3:22 PM
electiontruthalliance.org
This Cinco de Mayo, we present a fun analogy on the influence sample size has on variability. 🧪

Please enjoy responsibly with a spicy data-rita, served up by your favorite bar-graph tender! 🎉

#VerifyTheVote #ElectionData101 #CincodeMayo #SecureTheMidterms #AuditPA #PAperballots #TruthMatters
Infographic from Election Truth Alliance . org Reads: Every margarita needs a little lime! But not every lime wedge is the same, some may be bigger or juicier than others. If you're making margaritas one glass at a time, some patrons might get more lime, some less. Continue this infograph on the next image. Infographic continues: However, if you're making industrial vats of margaritas, and you're squeezing hundreds of line wedges, the amount of juice per wedge will average out over time, giving you a much more consistent and repeatable recipe. This is an example of how sample size impacts variability. You will see more variation at smaller volumes, and this can be seen in voting data as well. Smaller precincts will have a wider variety of outcomes in regards to voter preference... como limon para las margaritas! Election Truth Alliance .org A fun recipe for a "Spicy Data-Rita" Ingredients: 20 oz tequila, 12 limes, 12 oz orange juice, 4 tbps simple syrup, 16 jalapeno slices, tajin seasoning, course sea salt, and ice (crushed, ideally). Optional ingredients, pickled jalapeno juice, egg white. Tools: Shallow plate, cocktail shaker, citrus juicer. To make: Combine the lime juice, orange juice, and spicy jalapeno juice (if you have the cojones!) with the simple syrup and the tequila in a large pitcher and stir it all up. Keep the pitcher well chilled and serve ice cold. How to server: Rim your margarita glass with lime juice and dip into shallow plateful of tajin and/or course sea salt. Fill with crushed ice and add your drink. Add a lime wedge and a couple of slices of fresh sliced jalapeno for garnish, and serve! Top Tip: If you want a frothy top, pour the drink into a shaker with one egg white and shake vigorously for 20 seconds. Served same way as above! Feliz cinco de mayo! Please drink responsibly!
May 5, 2025 at 7:00 PM
electiontruthalliance.org
Think you're not a math person? Well, we've got some soothing #ElectionData101 stats lessons coming your way to prove that wrong!

Learn the basic terms of election analysis & how to read graphs, so that you can feel more equipped to spread the word & share our work.
Watch here: youtu.be/5UOscRXS194
Watch on YouTube "Election Data 101: Basic Terminology and Methods: How to create a scatterplot using meeple. Subscribe to our YouTube channel for updates!
July 12, 2025 at 7:04 PM
jacqueblue.bsky.social
#VerifyTheVote #ElectionData101 #CincodeMayo #SecureTheMidterms #AuditPA #PAperballots #TruthMatters
electiontruthalliance.org Election Truth Alliance @electiontruthalliance.org · May 3
The US Department of Justice is investigating voter fraud.

Meanwhile, the 2024 election results data is indicating vote manipulation.

It's your ballot. Your proof. Your power.

Let's count them.

#VerifyTheVote #AuditPA #SecureTheMidterms #ProofIsInThePaper #PAperBallots
Image of a stick man looking at a clear box containing paper ballots with text that says, "Proof is in the paper".
May 6, 2025 at 12:12 AM
electiontruthalliance.org
Bunny tail:
Cute!
Not a sign of manipulation.
Hands out chocolate eggs 😋

Russian Tail:
Not cute.
A sign of election manipulation.
Does NOT hand out chocolate eggs 😒

#VerifyTheVote #ElectionData101 #RussianTail #AuditPA #TruthMatters
Chalkboard with the title Election Data 101 Cheat Sheet. A poster is taped up with a bunny and a graph. It says Bunny Tail GOOD, Russian Tail BAD. The graph depicts the Russian Tail, a statistical anomaly in distribution data that indicates possible vote manipulation. ElectionTruthAlliance.org
April 20, 2025 at 4:01 PM
electiontruthalliance.org
This Cinco de Mayo, we present our pondering on the impact sample size has on variability. 🧪

Please enjoy responsibly with a spicy data-rita, served up by your favorite bar-graph tender! 🎉

#VerifyTheVote #ElectionData101 #CincodeMayo #SecureTheMidterms #AuditPA #PAperballots #TruthMatters
Infographic from Election Truth Alliance . org Reads: Every margarita needs a little lime! But not every lime wedge is the same, some may be bigger or juicier than others. If you're making margaritas one glass at a time, some patrons might get more lime, some less. Continue this infograph on the next image. However, if you're making industrial vats of margaritas, and you're squeezing hundreds of line wedges, the amount of juice per wedge will average out over time, giving you a much more consistent and repeatable recipe. This is an example of how sample size impacts variability. You will see more variation at smaller volumes, and this can be seen in voting data as well. Smaller precincts will have a wider variety of outcomes in regards to voter preference... como limon para las margaritas! Election Truth Alliance .org A fun recipe for a "Spicy Data-Rita" Ingredients: 20 oz tequila, 12 limes, 12 oz orange juice, 4 tbps simple syrup, 16 jalapeno slices, tajin seasoning, course sea salt, and ice (crushed, ideally). Optional ingredients, pickled jalapeno juice, egg white. Tools: Shallow plate, cocktail shaker, citrus juicer. To make: Combine the lime juice, orange juice, and spicy jalapeno juice (if you have the cojones!) with the simple syrup and the tequila in a large pitcher and stir it all up. Keep the pitcher well chilled and serve ice cold. How to server: Rim your margarita glass with lime juice and dip into shallow plateful of tajin and/or course sea salt. Fill with crushed ice and add your drink. Add a lime wedge and a couple of slices of fresh sliced jalapeno for garnish, and serve! Top Tip: If you want a frothy top, pour the drink into a shaker with one egg white and shake vigorously for 20 seconds. Served same way as above! Feliz cinco de mayo! Please drink responsibly!
May 5, 2025 at 7:00 PM
jacqueblue.bsky.social
#VerifyTheVote #ElectionData101 #CincodeMayo #SecureTheMidterms #AuditPA #PAperballots #TruthMatters
May 6, 2025 at 12:11 AM
jacqueblue.bsky.social
#VerifyTheVote #ElectionData101 #CincodeMayo #SecureTheMidterms #AuditPA #PAperballots #TruthMatters
electiontruthalliance.org Election Truth Alliance @electiontruthalliance.org · May 5
This Cinco de Mayo, we present a fun analogy on the influence sample size has on variability. 🧪

Please enjoy responsibly with a spicy data-rita, served up by your favorite bar-graph tender! 🎉

#VerifyTheVote #ElectionData101 #CincodeMayo #SecureTheMidterms #AuditPA #PAperballots #TruthMatters
Infographic from Election Truth Alliance . org Reads: Every margarita needs a little lime! But not every lime wedge is the same, some may be bigger or juicier than others. If you're making margaritas one glass at a time, some patrons might get more lime, some less. Continue this infograph on the next image. Infographic continues: However, if you're making industrial vats of margaritas, and you're squeezing hundreds of line wedges, the amount of juice per wedge will average out over time, giving you a much more consistent and repeatable recipe. This is an example of how sample size impacts variability. You will see more variation at smaller volumes, and this can be seen in voting data as well. Smaller precincts will have a wider variety of outcomes in regards to voter preference... como limon para las margaritas! Election Truth Alliance .org A fun recipe for a "Spicy Data-Rita" Ingredients: 20 oz tequila, 12 limes, 12 oz orange juice, 4 tbps simple syrup, 16 jalapeno slices, tajin seasoning, course sea salt, and ice (crushed, ideally). Optional ingredients, pickled jalapeno juice, egg white. Tools: Shallow plate, cocktail shaker, citrus juicer. To make: Combine the lime juice, orange juice, and spicy jalapeno juice (if you have the cojones!) with the simple syrup and the tequila in a large pitcher and stir it all up. Keep the pitcher well chilled and serve ice cold. How to server: Rim your margarita glass with lime juice and dip into shallow plateful of tajin and/or course sea salt. Fill with crushed ice and add your drink. Add a lime wedge and a couple of slices of fresh sliced jalapeno for garnish, and serve! Top Tip: If you want a frothy top, pour the drink into a shaker with one egg white and shake vigorously for 20 seconds. Served same way as above! Feliz cinco de mayo! Please drink responsibly!
May 6, 2025 at 12:11 AM
electiontruthalliance.org
If you called or wrote to Pennsylvania election officials, and were told that they already did audits for the 2024 General Election—here's why we are continuing to advocate for a hand count audit in PA.

#ElectionData101 #AuditPA #VerifyTheVote #PAperballots #SecureTheMidterms #TruthMatters
Let's Talk Audits chalkboard that reads Pennsylvania conducted 2 post-election audits for the 2024 General Election A 2% statistical audit - Admitted by PA State Department themselves to NOT BE statistically foolproof i.e. insufficient and a Risk-Limiting Audit - Only audited the State Treasurer’s race, NOT the Presidential race in 55 precincts, selected by dice roll. These audits are inadequate. The ETA advocates for 100% hand audits of at least ONE precinct or county to #VerifyTheVote Election Truth Alliance .org
June 7, 2025 at 6:45 PM
electiontruthalliance.org
Do YOU like pineapple on pizza? 🍕 What if you and your community’s pineapple pizza preferences were put to test at the polls — what would you expect to see in the data?

#ElectionData101 #VoterTurnout #VerifyTheVote #ElectionTruthAlliance
Infographic that reads: If you asked 1000 people in your town "do you like pineapple on pizza?" would you expect the peoples' preferences to change significantly the more people filled out the blind survey? Now repeat that 500 times in neighboring towns. There may be a pocket of people who prefer pineapple, or a pocket of people who don't but over time that would average out. Would you expect people to uniformly start preferring pineapple significantly more after a certain number of survey responses? Or would a person's pineapple-on-pizza preference be the same no matter how many other people answered the survey? The infographic ends with Election Truth Alliance logo and website www.electiontruthalliance.org
April 1, 2025 at 9:36 PM