Scope (see data dictionary)
stringclasses 8
values | Question ID
float64 1
15
⌀ | Question
stringclasses 15
values | Answer ID
float64 1
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⌀ | Answer
stringlengths 2
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⌀ | Estimate
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|---|---|---|---|---|---|---|
1
| 1 |
In the last two weeks, did this business use Artificial Intelligence (AI) in producing goods or services? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)
| 1 |
Yes
|
5.0%
|
0.05%
|
1
| 1 |
In the last two weeks, did this business use Artificial Intelligence (AI) in producing goods or services? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)
| 2 |
No
|
84.2%
|
0.08%
|
1
| 1 |
In the last two weeks, did this business use Artificial Intelligence (AI) in producing goods or services? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)
| 3 |
Do not know
|
10.8%
|
0.08%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 1 |
Machine learning
|
1.2%
|
0.02%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 2 |
Natural language processing
|
1.7%
|
0.03%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 3 |
Virtual agents or chat bots
|
1.9%
|
0.04%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 4 |
Speech/voice recognition using AI
|
1.4%
|
0.03%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 5 |
Recommendation systems based on AI
|
0.8%
|
0.03%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 6 |
Large language models
|
1.0%
|
0.03%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 7 |
Text analytics using AI
|
1.5%
|
0.03%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 8 |
Data analytics using AI
|
1.5%
|
0.03%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 9 |
Neural networks
|
0.2%
|
0.01%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 10 |
Augmented reality
|
0.1%
|
0.01%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 11 |
Decision making systems based on AI
|
0.5%
|
0.01%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 12 |
Deep learning
|
0.3%
|
0.02%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 13 |
Image/pattern recognition
|
0.7%
|
0.02%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 14 |
Machine/computer vision
|
0.5%
|
0.02%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 15 |
Robotics process automation
|
0.3%
|
0.01%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 16 |
Biometrics
|
0.3%
|
0.02%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 17 |
Marketing automation using AI
|
2.5%
|
0.04%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 18 |
Other
|
1.4%
|
0.03%
|
1
| 2 |
In the last six months, what types or applications of Artificial Intelligence (AI) did this business use in producing goods or services?
| 19 | null |
91.2%
|
0.08%
|
2
| 3 |
In the last six months, did this business use Artificial Intelligence to perform tasks previously done by employees in producing goods or services?
| 1 |
Yes
|
26.6%
|
0.38%
|
2
| 3 |
In the last six months, did this business use Artificial Intelligence to perform tasks previously done by employees in producing goods or services?
| 2 |
No
|
65.2%
|
0.46%
|
2
| 3 |
In the last six months, did this business use Artificial Intelligence to perform tasks previously done by employees in producing goods or services?
| 3 |
Do not know
|
8.1%
|
0.23%
|
3
| 4 |
In the last six months, how many tasks previously done by employees were instead performed by Artificial Intelligence?
| 1 |
A small number
|
84.6%
|
0.49%
|
3
| 4 |
In the last six months, how many tasks previously done by employees were instead performed by Artificial Intelligence?
| 2 |
A moderate number
|
13.0%
|
0.54%
|
3
| 4 |
In the last six months, how many tasks previously done by employees were instead performed by Artificial Intelligence?
| 3 |
A large number
|
2.4%
|
0.24%
|
2
| 5 |
In the last six months, did this business use Artificial Intelligence to perform operations previously performed by existing equipment or software in producing goods or services?
| 1 |
Yes
|
19.6%
|
0.37%
|
2
| 5 |
In the last six months, did this business use Artificial Intelligence to perform operations previously performed by existing equipment or software in producing goods or services?
| 2 |
No
|
68.9%
|
0.41%
|
2
| 5 |
In the last six months, did this business use Artificial Intelligence to perform operations previously performed by existing equipment or software in producing goods or services?
| 3 |
Do not know
|
11.5%
|
0.32%
|
2
| 6 |
In the last six months, how did the use of Artificial Intelligence affect this business’s total employment?
| 1 |
Increased
|
2.8%
|
0.23%
|
2
| 6 |
In the last six months, how did the use of Artificial Intelligence affect this business’s total employment?
| 2 |
Decreased
|
2.6%
|
0.13%
|
2
| 6 |
In the last six months, how did the use of Artificial Intelligence affect this business’s total employment?
| 3 |
Did not change
|
94.6%
|
0.32%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 1 |
Trained current staff to use AI
|
20.8%
|
0.34%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 2 |
Hired staff trained in AI
|
2.0%
|
0.10%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 3 |
Purchased computing power or specialized equipment
|
5.9%
|
0.18%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 4 |
Purchased cloud services or cloud storage
|
12.4%
|
0.26%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 5 |
Changed data collection or data management practices
|
8.0%
|
0.21%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 6 |
Developed new workflows
|
19.7%
|
0.40%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 7 |
Used vendors or consulting services to install or integrate AI
|
7.8%
|
0.16%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 8 |
Other
|
7.6%
|
0.13%
|
2
| 7 |
In the last six months, to use Artificial Intelligence (AI), what changes did this business make?
| 9 | null |
50.5%
|
0.40%
|
1
| 8 |
During the next six months, do you think this business will be using Artificial Intelligence (AI) in producing goods or services? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)
| 1 |
Yes
|
6.5%
|
0.07%
|
1
| 8 |
During the next six months, do you think this business will be using Artificial Intelligence (AI) in producing goods or services? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)
| 2 |
No
|
70.6%
|
0.16%
|
1
| 8 |
During the next six months, do you think this business will be using Artificial Intelligence (AI) in producing goods or services? (Examples of AI: machine learning, natural language processing, virtual agents, voice recognition, etc.)
| 3 |
Do not know
|
22.9%
|
0.17%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 1 |
Machine Learning
|
22.1%
|
0.32%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 2 |
Natural language processing
|
26.6%
|
0.42%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 3 |
Virtual agents or chat bots
|
28.2%
|
0.61%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 4 |
Speech/voice recognition using AI
|
22.2%
|
0.54%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 5 |
Recommendation systems based on AI
|
16.8%
|
0.32%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 6 |
Large language models
|
15.5%
|
0.29%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 7 |
Text analytics using AI
|
23.0%
|
0.44%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 8 |
Data analytics using AI
|
29.8%
|
0.56%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 9 |
Neural networks
|
3.7%
|
0.21%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 10 |
Augmented reality
|
3.3%
|
0.13%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 11 |
Decision making systems based on AI
|
14.1%
|
0.27%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 12 |
Deep learning
|
7.3%
|
0.17%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 13 |
Image/pattern recognition
|
13.3%
|
0.37%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 14 |
Machine/computer vision
|
7.0%
|
0.29%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 15 |
Robotics process automation
|
5.2%
|
0.19%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 16 |
Biometrics
|
3.8%
|
0.21%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 17 |
Marketing automation using AI
|
36.5%
|
0.57%
|
4
| 9 |
During the next six months, what types or applications of Artificial Intelligence (AI) do you think this business will use in producing goods or services?
| 18 |
Other
|
12.4%
|
0.31%
|
4
| 10 |
During the next six months, do you think this business will use Artificial Intelligence to perform tasks currently done by employees in producing goods or services?
| 1 |
Yes
|
34.4%
|
0.41%
|
4
| 10 |
During the next six months, do you think this business will use Artificial Intelligence to perform tasks currently done by employees in producing goods or services?
| 2 |
No
|
51.2%
|
0.43%
|
4
| 10 |
During the next six months, do you think this business will use Artificial Intelligence to perform tasks currently done by employees in producing goods or services?
| 3 |
Do not know
|
14.4%
|
0.38%
|
5
| 11 |
During the next six months, how many tasks currently done by employees will instead be performed by Artificial Intelligence?
| 1 |
A small number
|
79.2%
|
0.60%
|
5
| 11 |
During the next six months, how many tasks currently done by employees will instead be performed by Artificial Intelligence?
| 2 |
A moderate number
|
17.7%
|
0.51%
|
5
| 11 |
During the next six months, how many tasks currently done by employees will instead be performed by Artificial Intelligence?
| 3 |
A large number
|
3.1%
|
0.28%
|
4
| 12 |
During the next six months, do you think this business will use Artificial Intelligence to perform operations currently performed by existing equipment and software in producing goods or services?
| 1 |
Yes
|
33.5%
|
0.39%
|
4
| 12 |
During the next six months, do you think this business will use Artificial Intelligence to perform operations currently performed by existing equipment and software in producing goods or services?
| 2 |
No
|
46.1%
|
0.45%
|
4
| 12 |
During the next six months, do you think this business will use Artificial Intelligence to perform operations currently performed by existing equipment and software in producing goods or services?
| 3 |
Do not know
|
20.4%
|
0.46%
|
4
| 13 |
During the next six months, how do you think the use of Artificial Intelligence will affect this business’s total employment?
| 1 |
Increase
|
6.5%
|
0.21%
|
4
| 13 |
During the next six months, how do you think the use of Artificial Intelligence will affect this business’s total employment?
| 2 |
Decrease
|
6.1%
|
0.17%
|
4
| 13 |
During the next six months, how do you think the use of Artificial Intelligence will affect this business’s total employment?
| 3 |
Will not change
|
87.4%
|
0.26%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 1 |
Train current staff to use AI
|
41.9%
|
0.58%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 2 |
Hire staff trained in AI
|
8.0%
|
0.15%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 3 |
Purchase computing power or specialized equipment
|
12.2%
|
0.35%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 4 |
Purchase cloud services or cloud storage
|
18.6%
|
0.22%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 5 |
Change data collection or data management practices
|
20.7%
|
0.46%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 6 |
Develop new workflows
|
37.6%
|
0.59%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 7 |
Use vendors or consulting services to install or integrate AI
|
16.7%
|
0.30%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 8 |
Other
|
6.9%
|
0.27%
|
4
| 14 |
During the next six months, to use Artificial Intelligence, what changes do you think this business will make?
| 9 | null |
26.7%
|
0.58%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 1 |
Too expensive
|
4.1%
|
0.07%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 2 |
AI is not a mature enough technology yet
|
6.1%
|
0.09%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 3 |
Lack of knowledge on the capabilities of AI
|
7.3%
|
0.06%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 4 |
Concerns about privacy/security
|
6.6%
|
0.05%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 5 |
Concerns about bias
|
2.8%
|
0.04%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 6 |
Lack of skilled workforce
|
2.9%
|
0.05%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 7 |
Lack of required data
|
2.2%
|
0.03%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 8 |
Laws and regulations prevent or restrict use of AI
|
1.2%
|
0.04%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 9 |
Previous or current use of AI did not meet expectations
|
0.9%
|
0.02%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 10 |
Other
|
4.5%
|
0.07%
|
6
| 15 |
Why does this business not plan to use Artificial Intelligence (AI) during the next six months in producing goods or services?
| 11 |
AI is not applicable to this business
|
80.9%
|
0.14%
|
null | null | null | null | null | null | null |
null | null | null | null | null | null | null |
Source: U.S. Census Bureau, Business Trends and Outlook Survey (BTOS). The Census Bureau has reviewed this data product to ensure appropriate access, use, and disclosure avoidance protection of the confidential source data.
| null | null | null | null | null | null |
(Project No. P-7529868, Disclosure Review Board (DRB) approval number: CBDRB-FY24-0162)
| null | null | null | null | null | null |
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