@prefix schema: .
@prefix dbo: .
@prefix dbr: .
@prefix xsd: .
@prefix : .
:survey_entry_0 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:10:58.471"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data quality / reliability, Analytics / BI""" ;
:storageenvironment """Cloud PostgreSQL/MySQL""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """None / modeling is going well""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:region """United States / Canada""" .
:survey_entry_1 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:14:58.545"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Architect""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """As a consultant - entirely depends on the client """ ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Architecture design""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """None / modeling is going well""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """None? Depends on the client """ ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """The fundamentals.""" ;
:region """United States / Canada""" .
:survey_entry_2 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:27:56.242"^^xsd:dateTime ;
schema:industry :1de0a12347096956 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Architect""" ;
:orgsize """200–999""" ;
:industry """Public sector / Education""" ;
:teamfocus """Data modeling / transformation, Data quality / reliability""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Weekly""" ;
:aihelpswith """Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Architecture patterns""" ;
:industrywish """Data Ownership is the foundation of everything""" ;
:region """Europe (EU / UK)""" .
:survey_entry_3 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:28:09.813"^^xsd:dateTime ;
schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :42ebff4396ce4af4 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Platform Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Ingestion / pipelines, Infrastructure / platform work""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Dagster""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """United States / Canada""" .
:survey_entry_4 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:28:11.896"^^xsd:dateTime ;
schema:industry :1de0a12347096956 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Architect""" ;
:orgsize """10,000+""" ;
:industry """Public sector / Education""" ;
:teamfocus """Data modeling / transformation, Data quality / reliability, Infrastructure / platform work, ML / AI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Architecture design""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Tools don’t support good modeling""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """United States / Canada""" .
:survey_entry_5 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:28:57.269"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analytics Engineer""" ;
:orgsize """200–999""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Canonical/semantic models""" ;
:modelingpainpoints """Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Data modeling""" ;
:region """United States / Canada""" .
:survey_entry_6 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:28:59.203"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :0b0f5a71e34ea0fe ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Asia_Pacific ;
:role """BI Engineer""" ;
:orgsize """10,000+""" ;
:industry """Finance""" ;
:teamfocus """Data modeling / transformation, Data quality / reliability, Analytics / BI""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Weekly""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Governance / quality checks""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Canonical/semantic models""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Data quality""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Data modeling""" ;
:industrywish """It is very diverse and not generic at all """ ;
:region """Asia–Pacific""" .
:survey_entry_7 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:29:09.271"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Latin_America ;
:role """Analytics Engineer""" ;
:orgsize """200–999""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery, Data modeling""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """Data modeling""" ;
:region """Latin America""" .
:survey_entry_8 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:30:02.255"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Manager / Director / VP""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Infrastructure / platform work, ML / AI""" ;
:storageenvironment """On-prem data lake / lakehouse""" ;
:orchestration """Kubeflow (open for alternatives)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """It shouldn't be an afterthought""" ;
:region """Europe (EU / UK)""" .
:survey_entry_9 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:31:48.878"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """50–199""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Fighting fires""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Dagster""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Documentation / data discovery, Architecture design""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Hard to maintain over time, Tools don’t support good modeling, Pressure to “move fast”, AI tools produce inconsistent schemas""" ;
:architecturetrend """Event-driven architecture feeding into a centralized warehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """Data modeling is not the same thing as a pipeline""" ;
:region """United States / Canada""" .
:survey_entry_10 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:33:37.260"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :3a099db895d07b00 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Team of 1""" ;
:orgsize """< 50 employees""" ;
:industry """Finance""" ;
:teamfocus """Data quality / reliability, Infrastructure / platform work""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Git Hub Actions""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """None / modeling is going well""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """United States / Canada""" .
:survey_entry_11 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:34:04.857"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Architect""" ;
:orgsize """10,000+""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Documentation / data discovery, Data modeling""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Tools don’t support good modeling, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Shrink""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """Europe (EU / UK)""" .
:survey_entry_12 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:36:22.627"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Analytics Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Tech""" ;
:teamfocus """Analytics / BI, Fighting fires""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """Europe (EU / UK)""" .
:survey_entry_13 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:37:11.828"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Architect""" ;
:orgsize """200–999""" ;
:industry """Finance""" ;
:teamfocus """Data modeling / transformation, Data quality / reliability""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Cost cutting, not enough hands """ ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """AI/LLM integration""" ;
:industrywish """Data is like water, it flows. But if not controlled it will pop up/show unexpectedly (because business is also like water, it always finds its way) multiplying operational costs and risks.""" ;
:region """Europe (EU / UK)""" .
:survey_entry_14 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:38:27.592"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """10,000+""" ;
:industry """Tech""" ;
:teamfocus """Data quality / reliability, ML / AI, Fighting fires""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Tools don’t support good modeling, Pressure to “move fast”, AI tools produce inconsistent schemas""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Shrink""" ;
:educationtopic """Architecture patterns""" ;
:industrywish """1. DE for AI requires a different way of thinking (and then building).
2. DEs can no longer work in isolation. They need to work with their upstream and downstream partners. Great DEs always knew this, but many still operate as if they are some engineer who doesn’t need to care about what happens either side of their work.""" ;
:region """United States / Canada""" .
:survey_entry_15 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:38:39.067"^^xsd:dateTime ;
schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Latin_America ;
:role """Data Engineer""" ;
:orgsize """50–199""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Cloud PostgreSQL/MySQL""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Shrink""" ;
:educationtopic """Career growth / leadership""" ;
:industrywish """that thing you said about data modeling as a program, not a project""" ;
:region """Latin America""" .
:survey_entry_16 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:38:55.540"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analytics Engineer""" ;
:orgsize """50–199""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Architecture design""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Pressure to “move fast”, AI tools produce inconsistent schemas""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Career growth / leadership""" ;
:region """United States / Canada""" .
:survey_entry_17 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:39:01.033"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """50–199""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Infrastructure / platform work""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Rarely""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Event-driven architecture""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """Data modeling""" ;
:region """United States / Canada""" .
:survey_entry_18 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:39:22.964"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Finance""" ;
:teamfocus """Data quality / reliability, Analytics / BI""" ;
:storageenvironment """On-prem data warehouse""" ;
:orchestration """Control m""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """No meaningful adoption yet""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """Shitty processes shitty data""" ;
:region """Europe (EU / UK)""" .
:survey_entry_19 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:39:38.613"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analytics Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Rarely""" ;
:aihelpswith """I don't find AI helpful""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """AI/LLM integration""" ;
:region """United States / Canada""" .
:survey_entry_20 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:39:47.590"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """10,000+""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Infrastructure / platform work""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Data modeling""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """Data engineering will likely be the mechanism to ensure organizations can produce useful results with AI. AI will change data engineering but won't eliminate it. """ ;
:region """United States / Canada""" .
:survey_entry_21 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:40:23.706"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Architect""" ;
:orgsize """10,000+""" ;
:industry """Finance""" ;
:teamfocus """Ingestion / pipelines, Infrastructure / platform work""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Tools don’t support good modeling""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Data modeling""" ;
:region """United States / Canada""" .
:survey_entry_22 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:40:32.673"^^xsd:dateTime ;
schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :80b1357de3f6c4a1 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analyst""" ;
:orgsize """1,000–10,000""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Analytics / BI, Fighting fires""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Rarely""" ;
:aihelpswith """Documentation / data discovery, Architecture design""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Architecture patterns""" ;
:region """United States / Canada""" .
:survey_entry_23 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:40:59.011"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Infrastructure / platform work, ML / AI""" ;
:storageenvironment """Warehouse is overselling S3 and EFS""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """None / modeling is going well""" ;
:architecturetrend """Main org is small and research-heavy. We use simple object storage for public datasets.""" ;
:biggestbottleneck """Compute costs""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Architecture patterns""" ;
:industrywish """It's a much broader discipline than most people think.""" ;
:region """United States / Canada""" .
:survey_entry_24 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:41:07.325"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analytics Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """AI/LLM integration""" ;
:region """United States / Canada""" .
:survey_entry_25 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:41:23.150"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """10,000+""" ;
:industry """Finance""" ;
:teamfocus """Data quality / reliability, Analytics / BI, Fighting fires""" ;
:storageenvironment """On-prem data warehouse""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Rarely""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Architecture patterns""" ;
:industrywish """I don't know if I can speak to the wider industry, but, within my organization, they don't understand that it is a separate important part of an overarching architecture.""" ;
:region """Europe (EU / UK)""" .
:survey_entry_26 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:42:02.006"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Middle_East_Africa ;
:role """Data Architect""" ;
:orgsize """200–999""" ;
:industry """Finance""" ;
:teamfocus """Ingestion / pipelines, Analytics / BI""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Data modeling""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Canonical/semantic models""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """AI/LLM integration""" ;
:region """Middle East / Africa""" .
:survey_entry_27 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:42:09.965"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), I don't find AI helpful""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """how much work a small change can be""" ;
:region """Europe (EU / UK)""" .
:survey_entry_28 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:46:53.088"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Manager / Director / VP""" ;
:orgsize """1,000–10,000""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Analytics / BI, ML / AI, Fighting fires""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging, Documentation / data discovery""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """One Big Table""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Talent / hiring""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """More about supporting decisions and making direct impact, less discussion about tools """ ;
:region """Europe (EU / UK)""" .
:survey_entry_29 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:47:14.100"^^xsd:dateTime ;
schema:industry :1de0a12347096956 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Architect""" ;
:orgsize """1,000–10,000""" ;
:industry """Public sector / Education""" ;
:teamfocus """Data modeling / transformation, ML / AI""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Documentation / data discovery, Architecture design""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Canonical/semantic models""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Tools don’t support good modeling, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:region """Europe (EU / UK)""" .
:survey_entry_30 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:47:57.934"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :709642d9b4d8f543 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Analyst / BI Developer""" ;
:orgsize """10,000+""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Data modeling / transformation, Data quality / reliability, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Not sure""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:industrywish """That good engineers need to understand the business in addition to the tech they use.""" ;
:region """Europe (EU / UK)""" .
:survey_entry_31 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:50:13.091"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data quality / reliability, Infrastructure / platform work, Fighting fires""" ;
:storageenvironment """Data lake on S3 w/ athena""" ;
:orchestration """Custom AWS state machine workflow""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Reliability engineering""" ;
:industrywish """How to define with leadership and compile a centralized source of truth for data (system of record)""" ;
:region """United States / Canada""" .
:survey_entry_32 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:52:37.058"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Latin_America ;
:role """Data Engineer""" ;
:orgsize """50–199""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Infrastructure / platform work""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery, Architecture design""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:region """Latin America""" .
:survey_entry_33 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:56:09.347"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """10,000+""" ;
:industry """Finance""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation, ML / AI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Temporal""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging, Documentation / data discovery, Data modeling, Architecture design""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Hard to maintain over time""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Career growth / leadership""" ;
:industrywish """We are not data science """ ;
:region """Europe (EU / UK)""" .
:survey_entry_34 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T10:56:54.092"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Ingestion / pipelines, Data quality / reliability""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Databricks""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Data modeling""" ;
:industrywish """We are the backbone for good data used by ML and AI.""" ;
:region """United States / Canada""" .
:survey_entry_35 a schema:SurveyResponse ;
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schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, ML / AI""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Architecture design""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Shrink""" ;
:educationtopic """AI/LLM integration""" ;
:region """United States / Canada""" .
:survey_entry_36 a schema:SurveyResponse ;
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schema:industry :a64b892ff09a8da7 ;
schema:jobTitle :23394fc078b86d5a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """early startup founder""" ;
:orgsize """< 50 employees""" ;
:industry """Healthcare""" ;
:teamfocus """Ingestion / pipelines, ML / AI""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """Dagster""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Architecture design""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Hard to maintain over time, Tools don’t support good modeling, AI tools produce inconsistent schemas""" ;
:architecturetrend """Event-driven architecture""" ;
:biggestbottleneck """Tool complexity""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """Seems like every tool in LLM/AI space requires a K8s cluster with half the Apache foundation to do something a basic CMS could do. Most of the problems are not big enough for that, most companies are not going to drop > $300/m on infra just to manage their prompts.""" ;
:region """United States / Canada""" .
:survey_entry_37 a schema:SurveyResponse ;
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schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """1,000–10,000""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Data modeling / transformation, Data quality / reliability, ML / AI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging, Architecture design""" ;
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:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Data modeling""" ;
:region """United States / Canada""" .
:survey_entry_38 a schema:SurveyResponse ;
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schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Manager / Director / VP""" ;
:orgsize """200–999""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Data quality / reliability, Fighting fires""" ;
:storageenvironment """On-prem data warehouse""" ;
:orchestration """SSIS""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership, Tools don’t support good modeling, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Architecture patterns""" ;
:industrywish """You cannot build fast, good and cheap.""" ;
:region """Europe (EU / UK)""" .
:survey_entry_39 a schema:SurveyResponse ;
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schema:industry :a64b892ff09a8da7 ;
schema:jobTitle :9296c1068d95a0ef ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Software Engineer working on data""" ;
:orgsize """200–999""" ;
:industry """Healthcare""" ;
:teamfocus """Ingestion / pipelines, Analytics / BI""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging, Documentation / data discovery, Data modeling, Governance / quality checks""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Event-driven architecture""" ;
:biggestbottleneck """Compute costs""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """Streaming / event-driven systems""" ;
:region """United States / Canada""" .
:survey_entry_40 a schema:SurveyResponse ;
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schema:industry :b696d75511dc16f2 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analytics Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Finance""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Never""" ;
:aihelpswith """I don't find AI helpful""" ;
:aiadoption """No meaningful adoption yet""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Tools don’t support good modeling""" ;
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:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Data modeling""" ;
:industrywish """The many d different roles engineers play""" ;
:region """United States / Canada""" .
:survey_entry_41 a schema:SurveyResponse ;
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schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Latin_America ;
:role """Data Engineer""" ;
:orgsize """10,000+""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Ingestion / pipelines, Data quality / reliability""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Event-driven modeling""" ;
:modelingpainpoints """None / modeling is going well""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Compute costs""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Streaming / event-driven systems""" ;
:region """Latin America""" .
:survey_entry_42 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:10:13.167"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Ingestion / pipelines, Infrastructure / platform work""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Event-driven modeling""" ;
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:architecturetrend """Lakehouse""" ;
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:teamgrowth2026 """Grow""" ;
:educationtopic """Streaming / event-driven systems""" ;
:region """Europe (EU / UK)""" .
:survey_entry_43 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:11:10.864"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """50–199""" ;
:industry """Finance""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Data modeling""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """One Big Table""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Data quality""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Data modeling""" ;
:region """Europe (EU / UK)""" .
:survey_entry_44 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:11:42.290"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Data modeling / transformation""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Tools don’t support good modeling""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Data quality""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:industrywish """Successful teams vs unsuccessful teams are often separated by operational discipline. """ ;
:region """United States / Canada""" .
:survey_entry_45 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:12:01.123"^^xsd:dateTime ;
schema:industry :a64b892ff09a8da7 ;
schema:jobTitle :42ebff4396ce4af4 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Platform Engineer""" ;
:orgsize """10,000+""" ;
:industry """Healthcare""" ;
:teamfocus """Data modeling / transformation, Data quality / reliability, Fighting fires""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Tools don’t support good modeling, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Data quality""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Data modeling""" ;
:region """Europe (EU / UK)""" .
:survey_entry_46 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:13:21.781"^^xsd:dateTime ;
schema:industry :a64b892ff09a8da7 ;
schema:jobTitle :42ebff4396ce4af4 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Platform Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Healthcare""" ;
:teamfocus """Ingestion / pipelines, Infrastructure / platform work""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Dagster""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """United States / Canada""" .
:survey_entry_47 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:13:53.945"^^xsd:dateTime ;
schema:industry :1de0a12347096956 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Asia_Pacific ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Public sector / Education""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation, Data quality / reliability""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging, Documentation / data discovery, Governance / quality checks""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """One Big Table""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Event-driven architecture""" ;
:biggestbottleneck """Data quality""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:region """Asia–Pacific""" .
:survey_entry_48 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:14:14.671"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Data modeling / transformation, Infrastructure / platform work""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Not enough people""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Streaming / event-driven systems""" ;
:region """United States / Canada""" .
:survey_entry_49 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:14:41.146"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, ML / AI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Matillion""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Talent / hiring""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """United States / Canada""" .
:survey_entry_50 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:15:36.082"^^xsd:dateTime ;
schema:industry :1de0a12347096956 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """< 50 employees""" ;
:industry """Public sector / Education""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Tools don’t support good modeling, Pressure to “move fast”""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Tool complexity""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:region """United States / Canada""" .
:survey_entry_51 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:16:57.586"^^xsd:dateTime ;
schema:industry :a64b892ff09a8da7 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Architect""" ;
:orgsize """1,000–10,000""" ;
:industry """Healthcare""" ;
:teamfocus """Ingestion / pipelines, Data quality / reliability, Analytics / BI, Fighting fires""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Architecture design""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """Europe (EU / UK)""" .
:survey_entry_52 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:19:02.632"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :61f54df951c08cf7 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """ML Engineer / MLOps""" ;
:orgsize """10,000+""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Data modeling / transformation, ML / AI""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Architecture design""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Architecture patterns""" ;
:region """United States / Canada""" .
:survey_entry_53 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:19:04.032"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :42ebff4396ce4af4 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Platform Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Infrastructure / platform work, Fighting fires""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging, Documentation / data discovery, Architecture design""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Career growth / leadership""" ;
:industrywish """SaaS vendors won't solve your problems - it matters very little whether you use Snowflake, DataBricks, AWS or GCP. """ ;
:region """Europe (EU / UK)""" .
:survey_entry_54 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:19:25.086"^^xsd:dateTime ;
schema:industry :a64b892ff09a8da7 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Architect""" ;
:orgsize """1,000–10,000""" ;
:industry """Healthcare""" ;
:teamfocus """Data modeling / transformation, Infrastructure / platform work""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """AI/LLM integration""" ;
:region """Europe (EU / UK)""" .
:survey_entry_55 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:21:09.210"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analytics Engineer""" ;
:orgsize """50–199""" ;
:industry """Tech""" ;
:teamfocus """Analytics / BI, Fighting fires""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """dbt""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Pipeline debugging, Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:region """United States / Canada""" .
:survey_entry_56 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:21:47.013"^^xsd:dateTime ;
schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """200–999""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Fabric""" ;
:orchestration """Fabric data pipelines""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Tools don’t support good modeling, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Talent / hiring""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """Data modeling""" ;
:region """United States / Canada""" .
:survey_entry_57 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:23:39.928"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :9296c1068d95a0ef ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Software Engineer working on data""" ;
:orgsize """1,000–10,000""" ;
:industry """Tech""" ;
:teamfocus """Infrastructure / platform work, Fighting fires""" ;
:storageenvironment """On-prem data warehouse""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Reliability engineering""" ;
:region """Europe (EU / UK)""" .
:survey_entry_58 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:23:46.873"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :42ebff4396ce4af4 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Platform Engineer""" ;
:orgsize """50–199""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation, Infrastructure / platform work, Analytics / BI""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Prefect""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging, Documentation / data discovery, Data modeling""" ;
:aiadoption """No meaningful adoption yet""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Streaming / event-driven systems""" ;
:region """Europe (EU / UK)""" .
:survey_entry_59 a schema:SurveyResponse ;
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schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Architect""" ;
:orgsize """200–999""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """None / modeling is going well""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Talent / hiring""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Reliability engineering""" ;
:region """United States / Canada""" .
:survey_entry_60 a schema:SurveyResponse ;
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schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Talent / hiring""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """United States / Canada""" .
:survey_entry_61 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:26:01.862"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI, Fighting fires""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Dagster""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """AI/LLM integration""" ;
:region """Europe (EU / UK)""" .
:survey_entry_62 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:26:11.724"^^xsd:dateTime ;
schema:industry :1de0a12347096956 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Architect""" ;
:orgsize """1,000–10,000""" ;
:industry """Public sector / Education""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation, Data quality / reliability, Infrastructure / platform work""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Cloud-native (GCP Cloud Composer, AWS MWAA, etc.)""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Tools don’t support good modeling, Pressure to “move fast”""" ;
:architecturetrend """Data mesh / federated ownership""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """Fixing problems upstream is expensive""" ;
:region """Europe (EU / UK)""" .
:survey_entry_63 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:26:12.836"^^xsd:dateTime ;
schema:industry :a64b892ff09a8da7 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """50–199""" ;
:industry """Healthcare""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """GitHub Actions""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging, Documentation / data discovery""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Hard to maintain over time, None / modeling is going well""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """Data modeling""" ;
:region """United States / Canada""" .
:survey_entry_64 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:27:33.129"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Latin_America ;
:role """Data Engineer""" ;
:orgsize """< 50 employees""" ;
:industry """Finance""" ;
:teamfocus """Ingestion / pipelines""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Databricks Workflows""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Architecture patterns""" ;
:region """Latin America""" .
:survey_entry_65 a schema:SurveyResponse ;
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schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analytics Engineer""" ;
:orgsize """50–199""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Weekly""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Streaming / event-driven systems""" ;
:region """United States / Canada""" .
:survey_entry_66 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:28:53.437"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Analytics Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Streaming / event-driven systems""" ;
:region """United States / Canada""" .
:survey_entry_67 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:29:22.750"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Finance""" ;
:teamfocus """Fighting fires""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Documentation / data discovery""" ;
:aiadoption """No meaningful adoption yet""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Shrink""" ;
:educationtopic """Architecture patterns""" ;
:region """United States / Canada""" .
:survey_entry_68 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:29:45.143"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Data Engineer""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data quality / reliability, Infrastructure / platform work""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Talent / hiring""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Data modeling""" ;
:region """United States / Canada""" .
:survey_entry_69 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:30:18.103"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Prefect""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Event-driven architecture""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """Data modeling""" ;
:industrywish """Data models, and engineering are the foundation of ML and AI. Recent RIFs have both heavily targeted DE teams, while asking for \"better\" ML and \"more\" AI models""" ;
:region """United States / Canada""" .
:survey_entry_70 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:33:12.828"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :894c5ff99e0a3c5c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Latin_America ;
:role """BI LEADER""" ;
:orgsize """1,000–10,000""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Data modeling""" ;
:region """Latin America""" .
:survey_entry_71 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:33:23.338"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Analytics / BI, Fighting fires""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery, Governance / quality checks""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Talent / hiring""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Data modeling""" ;
:region """Europe (EU / UK)""" .
:survey_entry_72 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:33:44.412"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """Manager / Director / VP""" ;
:orgsize """50–199""" ;
:industry """Finance""" ;
:teamfocus """Data quality / reliability, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Lambda w/ CRON""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc)""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Data modeling""" ;
:region """United States / Canada""" .
:survey_entry_73 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:33:59.539"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :585aaf4bd77a558d ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:United_States_Canada ;
:role """All of above""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, ML / AI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Orchestra""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Architecture design""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Canonical/semantic models""" ;
:modelingpainpoints """Tools don’t support good modeling""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """Probably just a better understanding of the basics to enable them to fathom \"what is possible\" and the requirements to achieving that.""" ;
:region """United States / Canada""" .
:survey_entry_74 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:35:30.811"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :9296c1068d95a0ef ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Software Engineer working on data""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, ML / AI""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery, Data modeling, Governance / quality checks""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, AI tools produce inconsistent schemas, None / modeling is going well""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """Europe (EU / UK)""" .
:survey_entry_75 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:36:03.358"^^xsd:dateTime ;
schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Analytics Engineer""" ;
:orgsize """10,000+""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Analytics / BI, Fighting fires""" ;
:storageenvironment """Lakehouse (Databricks, Iceberg/Hudi/Delta + compute engine)""" ;
:orchestration """Databricks Jobs""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """No meaningful adoption yet""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Grow""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """How multi-faceted and advanced it is. It is hard to do good engineering. """ ;
:region """Europe (EU / UK)""" .
:survey_entry_76 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:38:46.200"^^xsd:dateTime ;
schema:industry :1de0a12347096956 ;
schema:jobTitle :e463e1f86e6e9b2a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Manager / Director / VP""" ;
:orgsize """10,000+""" ;
:industry """Public sector / Education""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation, Data quality / reliability, Infrastructure / platform work, Analytics / BI, Fighting fires""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """No orchestration / ad-hoc""" ;
:aiusagefrequency """Weekly""" ;
:aihelpswith """Governance / quality checks""" ;
:aiadoption """No meaningful adoption yet""" ;
:modelingapproach """Ad-hoc / tables added as needed""" ;
:modelingpainpoints """Lack of clear ownership, Tools don’t support good modeling, Pressure to “move fast”, AI tools produce inconsistent schemas""" ;
:architecturetrend """Not invested in""" ;
:biggestbottleneck """Lack of leadership direction""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """AI/LLM integration""" ;
:industrywish """How valuable it is to get real insights""" ;
:region """Europe (EU / UK)""" .
:survey_entry_77 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:38:52.347"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """10,000+""" ;
:industry """Tech""" ;
:teamfocus """Ingestion / pipelines, Infrastructure / platform work""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """AI embedded in most workflows""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Hard to maintain over time, Tools don’t support good modeling""" ;
:architecturetrend """Lakehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:industrywish """It’s more than just moving data from A to B in hopes it becomes useful as a result""" ;
:region """Europe (EU / UK)""" .
:survey_entry_78 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:38:58.120"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :eb7e29b0e69da789 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Agile Data Coach""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Infrastructure / platform work, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """AgileData.cloud""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Documentation / data discovery, Data modeling, Architecture design""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Tools don’t support good modeling""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Tool complexity""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """Semantics / ontologies / knowledge graphs""" ;
:region """Europe (EU / UK)""" .
:survey_entry_79 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:39:13.182"^^xsd:dateTime ;
schema:industry :b696d75511dc16f2 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """1,000–10,000""" ;
:industry """Finance""" ;
:teamfocus """Ingestion / pipelines, Data quality / reliability""" ;
:storageenvironment """Mixed/hybrid""" ;
:orchestration """Prefect""" ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Mixed (depends on use case)""" ;
:modelingpainpoints """Lack of clear ownership, Pressure to “move fast”""" ;
:architecturetrend """Event-driven architecture""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Shrink""" ;
:educationtopic """Architecture patterns""" ;
:region """Europe (EU / UK)""" .
:survey_entry_80 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:39:30.005"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :49f5c3a0a8a3785a ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Analytics Engineer""" ;
:orgsize """< 50 employees""" ;
:industry """Tech""" ;
:teamfocus """Data modeling / transformation, Analytics / BI""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """dbt cloud + AWS DMS""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Using AI for tactical tasks""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Hard to maintain over time""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Legacy / technical debt""" ;
:teamgrowth2026 """Shrink""" ;
:educationtopic """Career growth / leadership""" ;
:region """Europe (EU / UK)""" .
:survey_entry_81 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:40:10.780"^^xsd:dateTime ;
schema:industry :4bb6b41ba1c405c7 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Engineer""" ;
:orgsize """200–999""" ;
:industry """Manufacturing / Industrial""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """glue jobs scheduler """ ;
:aiusagefrequency """Daily""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Pipeline debugging""" ;
:aiadoption """Experimenting""" ;
:modelingapproach """Event-driven modeling""" ;
:modelingpainpoints """None / modeling is going well""" ;
:architecturetrend """Event-driven architecture""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Not sure""" ;
:educationtopic """AI/LLM integration""" ;
:industrywish """what we are actually doing because it is not visible""" ;
:region """Europe (EU / UK)""" .
:survey_entry_82 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:40:23.161"^^xsd:dateTime ;
schema:industry :28ff34dcefbb5763 ;
schema:jobTitle :0a29d734683d202c ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory ;
schema:spatialCoverage dbr:Europe_EU_UK ;
:role """Data Architect""" ;
:orgsize """10,000+""" ;
:industry """Retail/e-commerce""" ;
:teamfocus """Ingestion / pipelines, Data modeling / transformation""" ;
:storageenvironment """Cloud data warehouse (Snowflake, BigQuery, Redshift, etc.)""" ;
:orchestration """Airflow""" ;
:aiusagefrequency """Multiple times per day""" ;
:aihelpswith """Writing Code (SQL, Python, etc), Documentation / data discovery""" ;
:aiadoption """Building internal AI platforms""" ;
:modelingapproach """Kimball-style dimensional modeling""" ;
:modelingpainpoints """Lack of clear ownership, Hard to maintain over time, Pressure to “move fast”""" ;
:architecturetrend """Centralized warehouse""" ;
:biggestbottleneck """Poor requirements / upstream issues""" ;
:teamgrowth2026 """Stay the same""" ;
:educationtopic """AI/LLM integration""" ;
:region """Europe (EU / UK)""" .
:survey_entry_83 a schema:SurveyResponse ;
schema:dateCreated "2025-12-02T11:40:35.736"^^xsd:dateTime ;
schema:industry :d0da7ab8bc927960 ;
schema:jobTitle :ebcb746306074cb6 ;
dbo:sic ;
dbo:naics ;
dbo:occupationalCategory