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Squiggle

TagLast edit: Nov 26, 2022, 3:14 PM by brook

Squiggle is a special-purpose coding language for generating probability distributions, estimates of variables over time, and similar tasks. It was developed by the Quantified Uncertainty Research Institute.

Tutorials

The official basics guide[1] is a good written guide if you have experience programming and/​or have a specific project in mind already.

There’s also a few simple worked examples on the forum to demonstrate squiggle’s value[2], and a more complex model based on GiveWell’s cost effectiveness analyses[3].

Note that squiggle is still in development and has several known bugs[4].

External links

Squiggle official website.

Squiggle basics guide

Squiggle components: tools to implement squiggle into websites

Squiggle Tweaker: Simple squiggle visualiser

Squiggle to Graph [WIP]: generate visual dependency graph of squiggle code

Related Entries

list of tools for Collaborative Truth Seeking | guesstimate | QURI | cause prioritisation

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An­nounc­ing Squig­gle: Early Access

Ozzie GooenAug 3, 2022, 12:23 AM
147 points
11 comments7 min readEA link

In­tro­duc­ing Squig­gle AI

Ozzie GooenJan 3, 2025, 5:53 PM
82 points
13 comments8 min readEA link

Sim­ple es­ti­ma­tion ex­am­ples in Squiggle

NunoSempereSep 2, 2022, 9:37 AM
52 points
13 comments7 min readEA link

Five slightly more hard­core Squig­gle mod­els.

NunoSempereOct 10, 2022, 2:42 PM
33 points
0 comments7 min readEA link

Quan­tify­ing the im­pact of grant­mak­ing ca­reer paths

Joel BeckerOct 30, 2022, 9:00 PM
32 points
17 comments3 min readEA link

An­nounc­ing Squig­gle Hub

Ozzie GooenAug 5, 2023, 12:55 AM
131 points
3 comments5 min readEA link

Es­ti­mat­ing the Aver­age Im­pact of an ARPA-E Grantmaker

charrinDec 1, 2022, 6:34 AM
22 points
8 comments2 min readEA link

A Crit­i­cal Re­view of Open Philan­thropy’s Bet On Crim­i­nal Jus­tice Reform

NunoSempereJun 16, 2022, 4:40 PM
303 points
97 comments26 min readEA link

Samotsvety Nu­clear Risk Fore­casts — March 2022

NunoSempereMar 10, 2022, 6:52 PM
155 points
54 comments6 min readEA link

In­tro­duc­tion to Fermi estimates

NunoSempereAug 26, 2022, 10:03 AM
47 points
8 comments7 min readEA link
(nunosempere.com)

Im­prov­ing Karma: $8mn of pos­si­ble value (my es­ti­mate)

Nathan YoungSep 1, 2022, 10:42 PM
34 points
15 comments13 min readEA link

What is es­ti­ma­tional pro­gram­ming? Squig­gle in context

quinnAug 12, 2022, 6:01 PM
26 points
0 comments7 min readEA link

Are there dis­ec­onomies of scale in the rep­u­ta­tion of com­mu­ni­ties?

LizkaJul 27, 2023, 6:43 PM
52 points
16 comments17 min readEA link

Fore­cast­ing the cost-effec­tive­ness of try­ing some­thing new

Falk LiederApr 3, 2023, 12:29 PM
46 points
2 comments5 min readEA link

How much do mar­kets value Open AI?

Ben_West🔸May 14, 2023, 7:28 PM
39 points
13 comments4 min readEA link

AI risk/​re­ward: A sim­ple model

Nathan YoungMay 4, 2023, 7:12 PM
37 points
5 comments7 min readEA link

An­nounc­ing Squig­glepy, a Python pack­age for Squiggle

Peter WildefordOct 19, 2022, 6:34 PM
90 points
8 comments1 min readEA link
(github.com)

Rel­a­tive Value Func­tions: A Flex­ible New For­mat for Value Estimation

Ozzie GooenMay 18, 2023, 4:39 PM
58 points
23 comments18 min readEA link

Open Tech­ni­cal Challenges around Prob­a­bil­is­tic Pro­grams and Javascript

Ozzie GooenAug 26, 2023, 2:04 AM
39 points
3 comments6 min readEA link

HealthLearn: Im­pact Eval­u­a­tion and Next Steps

MarshallFeb 11, 2025, 12:09 PM
79 points
1 comment10 min readEA link

$1,000 Squig­gle Ex­per­i­men­ta­tion Challenge

Ozzie GooenAug 4, 2022, 2:20 PM
61 points
5 comments2 min readEA link

Ad­ding Quan­tified Uncer­tainty to GiveWell’s Cost Effec­tive­ness Anal­y­sis of the Against Malaria Foundation

TanaeAug 31, 2022, 12:53 PM
31 points
10 comments3 min readEA link
(observablehq.com)

Es­ti­mat­ing the cost-effec­tive­ness of pre­vi­ous R&D projects

Falk LiederApr 24, 2023, 9:48 AM
25 points
0 comments11 min readEA link

Quan­tify­ing Uncer­tainty in GiveWell’s GiveDirectly Cost-Effec­tive­ness Analysis

SamNolanMay 27, 2022, 3:10 AM
130 points
19 comments6 min readEA link

An AI Race With China Can Be Bet­ter Than Not Racing

niplavJul 2, 2024, 5:57 PM
19 points
1 comment1 min readEA link

Quan­tify­ing Uncer­tainty in GiveWell Cost-Effec­tive­ness Analyses

SamNolanOct 31, 2022, 2:31 PM
118 points
7 comments20 min readEA link
(observablehq.com)

Pre­dict­ing the cost-effec­tive­ness of fu­ture R&D pro­jects and aca­demic research

Falk LiederMay 8, 2023, 9:58 AM
23 points
3 comments11 min readEA link
(observablehq.com)

How many EA billion­aires five years from now?

Erich_Grunewald 🔸Aug 20, 2022, 9:57 AM
61 points
25 comments6 min readEA link
(www.erichgrunewald.com)

Mak­ing bet­ter es­ti­mates with scarce information

Stan PinsentMar 22, 2023, 4:29 PM
60 points
16 comments13 min readEA link

How ex­pen­sive is leav­ing your org? Squig­gle Model

jessica_mccurdy🔸Aug 16, 2023, 6:01 PM
40 points
4 comments1 min readEA link

Patch­ing ~All Se­cu­rity-Rele­vant Open-Source Soft­ware?

niplavFeb 25, 2025, 9:35 PM
35 points
3 comments2 min readEA link

En­hanc­ing Math­e­mat­i­cal Model­ing with LLMs: Goals, Challenges, and Evaluations

Ozzie GooenOct 28, 2024, 9:37 PM
11 points
3 comments15 min readEA link

[Squig­gle Ex­per­i­men­ta­tion Challenge] CEA LEEP Malawi

Dan WahlSep 1, 2022, 5:13 AM
23 points
8 comments2 min readEA link
(danwahl.net)

Pre­dict­ing the cost-effec­tive­ness of de­ploy­ing a new intervention

Falk LiederApr 10, 2023, 9:07 AM
26 points
3 comments9 min readEA link
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