DA-bench

Visual Benchmark for Data Analytics AI Agents

Run #12


DA-bench Results for Run #12 — Overall Score: 14.3% (30 / 210)

Data Querying (20 / 105)
Question Date Tested Score Video Recording

dq01
Perform an aggregation on an explicit column

May 29, 2024 - 2:22PM 0
 

dq02
Perform an aggregation with an explicit table but not an inferred column

May 29, 2024 - 2:31PM 0
 

dq03
Perform an aggregation with an implicit table and implicit column

May 29, 2024 - 2:40PM 0
 

dq04
Find and compare information across tables without joins

May 29, 2024 - 2:55PM 0
 

dq05
Work with non-literal values

May 29, 2024 - 3:09PM 5
 

dq06
Work with non-literal values and non-SQL data manipulation

May 29, 2024 - 3:13PM 5
 

dq07
Deal with common acronymns and more advanced aggregations

May 29, 2024 - 3:16PM 0
 

dq08
Multi-step queries

May 29, 2024 - 3:22PM 0
 

dq09
Aggregations with numeric predicates to filter

May 29, 2024 - 3:25PM 0
 

dq10
Aggregations with categorical predicates to filter

May 29, 2024 - 3:32PM 0
 

dq11
Schema review

May 29, 2024 - 3:37PM 5
 

dq12
Aggregate records that are filtered with a predicate requiring a join

May 29, 2024 - 3:47PM 0
 

dq13
Recognizes truly ambiguous queries.

May 29, 2024 - 3:51PM 0
 

dq14
Can handle boolean features

May 29, 2024 - 3:55PM 5
 

dq15
Handles ambiguous column names

May 29, 2024 - 3:58PM 0
 

dq16
Understands set operates require consideration of overlap

May 29, 2024 - 4:04PM 0
 

dq17
Finds relevant values inside a Column to answer questions

May 29, 2024 - 4:09PM 0
 

dq18
Lookup a single record by ID

May 29, 2024 - 4:14PM 0
 

dq19
Perform an aggregation by a different name and a second query from that

May 29, 2024 - 4:18PM 0
 

dq20
Perform an aggregation based on a very different question name

May 29, 2024 - 4:22PM 0
 

dq21
Perform a filter and an unusually-phrased aggregation in the correct order

May 29, 2024 - 4:25PM 0
 
Visualization (0 / 15)
Question Date Tested Score Video Recording

v1
Basic Charting

May 30, 2024 - 10:10AM 0
 

v2
Charting with two series

May 30, 2024 - 10:17AM 0
 

v3
Categorical Charts

May 30, 2024 - 10:30AM 0
 
Feature Engineering (0 / 35)
Question Date Tested Score Video Recording

fe1
Make an indicator feature for a criteria set

May 30, 2024 - 10:38AM 0
 

fe2
Make a categorical feature from a criteria set

May 30, 2024 - 10:50AM 0
 

fe3
Minmax normalization

May 30, 2024 - 11:07AM 0
 

fe4
Combining two input columns

May 30, 2024 - 11:19AM 0
 

fe5
Sentiment

May 30, 2024 - 11:27AM 0
 

fe6
Phrase Identification in Text

May 30, 2024 - 11:34AM 0
 

fe7
Advanced NLQ

May 30, 2024 - 11:40AM 0
 
Insight Identification (5 / 40)
Question Date Tested Score Video Recording

ii1
Basic correlation

May 30, 2024 - 11:46AM 0
 

ii2
Compare an aggregation for two distinct subsets of data

May 30, 2024 - 11:55AM 5
 

ii3
Basic Correlation but requiring aggregation from another table

May 30, 2024 - 12:06AM 0
 

ii4
Outlier identification

May 30, 2024 - 12:12AM 0
 

ii5
Identifying basic trends on short timelines

May 30, 2024 - 12:24AM 0
 

ii6
Understands statistical significance

May 30, 2024 - 12:26AM 0
 

ii7
Understands derivitives

May 30, 2024 - 12:30AM 0
 

ii8
Can use NLQ feature engineering as part of an insight request

May 30, 2024 - 12:36AM 0
 
Learning (0 / 10)
Question Date Tested Score Video Recording

l1
Can remember the meanings of oddly-named columns

May 30, 2024 - 12:44AM 0
 

l2
Can remember criteria sets under a single name

May 30, 2024 - 12:52AM 0
 
Domain Knowledge (5 / 5)
Question Date Tested Score Video Recording

dk01
Column Relevance Determination

May 30, 2024 - 1:03AM 5