We’re aligning on expected reliability (uptime), data freshness, and data quality thresholds for key internal data products.
How often do you use these data products for your work?
- Daily
- 2–3 times per week
- Weekly
- Less than weekly
- Rarely or never
How critical are these data products for completing your work on time?
Scale: 11 (star)
Min: Not criticalMax: Mission-critical
What minimum monthly availability (uptime) do you expect?
- 99.0%
- 99.5%
- 99.9%
- 99.95%
- Unsure
Which planned maintenance windows are acceptable? Select all that apply.
- No regular windows acceptable
- Weeknights 6–10 pm (local)
- Overnight 10 pm–6 am (local)
- Weekends
- Flexible with advance notice
What data freshness do you require for your primary workflows?
- Real-time (<1 minute)
- Under 15 minutes
- Under 1 hour
- Under 6 hours
- Under 24 hours
- Weekly or less frequently
- Unsure
Minimum acceptable overall data accuracy (%) for production use. Enter a whole number between 0 and 100.
Accepts a numeric value
Whole numbers only
Maximum acceptable duplicate record rate (%) in delivered datasets. Enter a whole number between 0 and 100.
Accepts a numeric value
Whole numbers only
Rank these quality dimensions by importance to you (1 = most important).
Drag to order (top = most important)
- Accuracy
- Completeness
- Timeliness
- Consistency
- Validity
- Lineage/transparency
How quickly should we notify you when a data incident is detected?
- Immediately
- Within 15 minutes
- Within 1 hour
- Within 4 hours
- Same business day
- Next business day
Preferred channels for incident and maintenance notifications (select all that apply):
- Slack/Teams
- Email
- Status page
- PagerDuty/On-call
- In-product banner
What is your primary role?
- Data analyst
- Data engineer
- Data scientist
- Product manager
- Software engineer
- Business stakeholder
- Other/Prefer to self-describe
Which team or department are you part of?
- Analytics
- Data platform
- Finance
- Operations
- Marketing
- Sales
- Product
- Engineering
- Other
Years of experience working with data in your role
- Under 1 year
- 1–2 years
- 3–5 years
- 6–10 years
- More than 10 years
Primary time zone
- UTC−8 to −5 (Americas)
- UTC−4 to 0 (Atlantic/Europe West)
- UTC+1 to +3 (Europe/Africa)
- UTC+4 to +7 (Middle East/Asia)
- UTC+8 to +10 (East Asia/Australia)
- UTC+11 to +12 (Pacific)
- Prefer not to say
Attention check: To confirm you are reading carefully, please select “I am paying attention.”
- I am paying attention
- I am not paying attention
- Please skip this question
Anything else we should consider about availability, freshness, or quality guarantees?
Max 600 chars
AI Interview: 2 Follow-up Questions on availability, freshness, and quality expectations
AI InterviewLength: 2Personality: [Object Object]Mode: Fast Thanks for your time—your input will help us set clear and realistic reliability and data freshness targets.