"Response ID","Date submitted","Last page","Start language","Seed","Date started","Date last action","Gender","Age","Educational Qualification","Educational Qualification [Other]","Primary Department","Primary Department [Other]","Are you a part of the management team?","How many direct reportees do you have?","How much time do you spend on average per day working with data in your current role?","Your primary/major involvement with data is in  [collecting/entering data]","Your primary/major involvement with data is in  [preparing visualizations]","Your primary/major involvement with data is in  [understanding what happened in the past or what is happening]","Your primary/major involvement with data is in  [predicting what may happen]","Your primary/major involvement with data is in  [ optimization (of process and process elements using result of analysis)]","I am a data science professional and/or participate in coding or related activities.","In my organization [we always use version control software (eg git) when developing software]","In my organization [we always use data provenance systems, which makes it possible to view old versions of databases and files]","In my organization [we always use unit tests when developing new software]","In my organization [I always test new software on a development environment first]","In my organization [I always have new software functionally tested before deployment]","In my organization [I use a training set and a test set when evaluating new models]","In my organization [I use input controls when setting up data pipelines]","In my organization [my colleagues provide their codes with clear comments]","In my organization [my colleagues subject their models to sensitivity analyses (e.g. Monte Carlo simulation)]","In my organization [my organization periodically scrutinizes algorithms and models]","One of the major contributions of data in your organization is to [increase efficiency of existing processes]","One of the major contributions of data in your organization is to [increase effectivity of existing processes]","One of the major contributions of data in your organization is to [increase effectivity of process transformation]","One of the major contributions of data in your organization is to [develop new products/services]","One of the major contributions of data in your organization is to [enhance customer satisfaction]","In my organization [digital infrastructure is excellent]","In my organization [all data is stored in a central warehouse]","In my organization [spreadsheets are the primary source of data storage]","In my organization [there is a single point of contact for all database related queries]","In my organization [there is a single point of contact for data analysis related queries]","In my organization [we have access to cloud computing platforms (Azure/AWS/GCP/Digital Ocean)]","In my organization [we have access to external data sources via APIs or scraping]","In my organization [most of the reports are generated automatically on a schedule]","Following applications are substantially used in our organization [spreadsheets (Excel/Libreoffice Cal/gnumeric etc.)]","Following applications are substantially used in our organization [proprietary mathematical/statistical softwares (Matlab/SPSS etc.)]","Following applications are substantially used in our organization [databases  (SQL/PostgreSQL etc.)]","Following applications are substantially used in our organization [statistical programming languages (R/Python/Scala)]","Following applications are substantially used in our organization [ data visualization softwares (PowerBI/Tableau/Periscope etc.)]","In my organization [we cooperate with external parties in the area of data]","In my organization [the distance between data specialists and other staff is small]","In my organization [we learn and improve from mistakes made in entering/rework/analyzing data is used to learn and improve]","In my organization [experiments with new technologies is encouraged]","In my organization [we share data with other parties]","My organization uses [product/service sales data]","My organization uses [product/service usage data]","My organization uses [financial data]","My organization uses [customer data (orders/subscriptions etc.)]","My organization uses [prospective customer's data (From social media/survey etc.)]","My organization uses [employee data]","My organization uses [market related data (market potential/economic factors etc.)]","My organization uses [operations data]","My organization uses the following data for analysis [structured data (Numbers etc.)]","My organization uses the following data for analysis [unstructured data (Text)]","My organization uses the following data for analysis [unstructured data (Images)]","My organization uses the following data for analysis [unstructured data (Audio)]","My organization uses the following data for analysis [unstructured data (Video)]","In my organization [there are plenty of opportunities to develop data skills]","In my organization [the management is aware of the possibilities of data]","In my organization [new (data) technologies are introduced quickly and smoothly]","In my organization [the number of data specialists is more than sufficient]","In my organization [support with problems related to data are well arranged]","In my organization [my organization knows how to use data to make decisions]","I am confident that [data is relevant within my organization]","I am confident that [the data within my organization is accurate]","I am confident that [the data within my organization is up to date / recent]","I am confident that [the data within my organization is complete]","My organization [stores new data immediately in a central warehouse]","My organization [has a standard data structure; all colleagues work with data in the same way]","My organization [has fully integrated data sources and offers easy organization wide analytics]","My organization [has a lot of attention towards data management]","In my organization [we strive for rapid adoption of novelties in the field of data]","In my organization [my colleagues often bring new ideas and developments in the field of data to the table]","In my organization [the leadership is keen to capitalize on new developments in data immediately]","In my organization [promising developments regarding data are quickly addressed]","In my organization [we have the necessary resources and opportunities to quickly implement new developments]","In my organization [everyone uses the same software (Microsoft Office, Salesforce, Microsoft Dynamics, etc.)]","In my organization [there are clear guidelines regarding data security (passwords, secure file storage)]","In my organization [my colleagues strictly adhere to data security procedures]","In my organization [everyone is aware of the importance of data security]","In my organization [security incidents with regard to data are always reported immediately]","In my organization [everyone is fully aware of spyware threats]","In my organization [shadow communication (such as Gmail, Dropbox, WeTransfer) is not used ]","In my organization [my colleagues handle the classification of information well]","In my organization [the regulations regarding the classification of information are well known]","In my organization [data has a designated owner]","In my organization [we respond adequately to data ethics and privacy incidents]","In my organization [incidents concerning privacy (e.g. data leaks) are always reported immediately]","In my organization [my colleagues strictly adhere to legal procedures regarding data]","In my organization [awareness of data ethics and privacy is highly developed]","In my organization [we are aware of the law and regulations regarding data (e.g. the GDPR)]","I [usually manage to solve problems with new digital technologies myself]","I [would like to further develop my skills in data-related technologies and I am willing to take an extra step and take risks]","I [know how I can personally contribute to a more data-driven organization]","My Colleagues [are generally good with new data-related technologies]","My Colleagues [enjoy the application of new data-related developments]","I [have the resources to work on data-related projects in addition to my normal tasks]","I [participate in data-related events (meet-ups, conferences, seminars)]","I [am taking online courses to sharpen my data skills]","I [know how to find help online for solving data-related issues (e.g. on forums or discussion groups)]","I [and my colleagues are aware of the latest developments and trends in data]","What is your knowledge level of [ supervised learning]","What is your knowledge level of [unsupervised learning]","What is your knowledge level of [data visualization tools]","What is your knowledge level of [Structured Query Language (SQL or similar)]","What is your knowledge level of [Intelligent Information Retrieval (elastic search etc.)]","What is your knowledge level of [Application Programming Interface (API)]","What is your knowledge level of [web scraping]","What is your knowledge level of [version control (git)]","What is your knowledge level of [cloud computing (AWS/Digital Ocean/Azure/GCP)]","What is your knowledge level of [file sharing services (Dropbox/onedrive etc.)]","What is your knowledge level of [artificial intelligence (reinforcement learning)]","What is your knowledge level of [quality control of data science programming (Unit testing / cross validation etc.)]","What is your knowledge level of [search engine optimization (SEO)]","What is your knowledge level of [data warehouses (SAP Business warehouse / Amazon Redshift etc.)]","What is your knowledge level of [large scale experimentation (A/B Testing)]","In our organization [we have an explicit strategy with regard to data]","In our organization [the strategy with regard to data has been translated into concrete policy]","In our organization [the concrete measures are easy to implement]","In our organization [sufficient budget and time is available for the implementation of the strategy]","In our organization [the data science strategy is widely supported]","In our organization [the data strategy is convincing]","In our organization [the top (management) radiates the importance of data]","In our organization [the top (management) is able to implement the policy]","What is your perception about data maturity of your organization [Beginner - Has no experience with data science and needs tools to start collecting data]","What is your perception about data maturity of your organization [Collector - Collects data, but has trouble properly cleaning, storing, and preparing data for analysis]","What is your perception about data maturity of your organization [Descriptor - Can unlock the data in such a way that analyzes can be run, but still has little capacity / skills to run predictive analyses]","What is your perception about data maturity of your organization [Predictor - Can run predictive analytics, but needs to gain insight into the latest developments in data science]","What is your perception about data maturity of your organization [Expert - Is fully aware of all developments and possibilities in the field of data science and mainly needs the lab for short-term capacity filling]","I [immediately revise my position when new data is available]","I [always adhere to the applicable laws and regulations regarding data (e.g. the GDPR)]","I [am always willing to admit I'm wrong when presented with new data]","I [always use data as the primary driver for my decision making, regardless of my interlocutor]","In my organization [we have defined processes for all operational tasks]","In my organization [the processes are mostly automated]","In my organization [the automation almost eliminates the need of manual data collection / entry]"
"5","2022-02-11 16:44:06","24","en","1475405049","2022-02-11 16:40:48","2022-02-11 16:44:06","2","A31","E3","","D3","","2","9","H3","AG5","AG4","AG3","AG2","AG1","1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG4","AG4","AG3","AG2","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG2","AG1","AG4","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG4","AG4","AG4","","AG3","","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG4","AG3","AG1","AG5","AG4","AG5","AG4","AG4","AG3","AG3","5","5","4","5","5","4","4","4","4","3","3","2","2","2","1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG5","AG4","AG3"
"6","2022-02-11 16:48:57","24","en","1037585760","2022-02-11 16:44:14","2022-02-11 16:48:57","2","A41","E5","","D4","","1","8","H4","AG5","AG4","AG3","AG2","AG1","2","","","","","","","","","","","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","","AG4","","AG3","","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG4","AG4","AG4","","AG3","AG2","AG1","AG1","AG5","AG4","AG3","AG2","AG1","AG3","AG2","AG1","AG5","AG4","AG5","AG4","AG3","AG2","AG1","5","5","","4","4","4","4","4","4","3","3","3","2","2","1","AG5","AG4","AG4","AG3","AG2","AG2","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG4","AG3","AG2"
"7","2022-02-11 16:51:21","24","en","361113570","2022-02-11 16:49:08","2022-02-11 16:51:21","2","A41","E3","","D7","","2","6","H4","AG3","AG3","AG1","AG2","AG1","2","","","","","","","","","","","AG5","AG4","AG3","AG2","AG2","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG4","AG3","AG3","AG2","AG2","AG4","AG3","AG3","AG2","AG2","AG5","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG5","AG4","AG3","AG3","AG2","AG5","AG4","AG4","AG3","AG3","AG2","AG5","AG4","AG3","AG3","AG5","AG4","AG3","AG3","AG5","AG4","AG4","AG3","AG3","AG5","AG4","AG4","AG4","AG3","AG3","AG3","AG2","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG4","AG3","AG2","AG4","AG3","AG5","AG4","AG3","AG3","AG3","5","5","4","5","5","4","3","4","4","3","3","2","2","2","1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG4","AG3","AG3","AG2","AG4","AG3","AG2"
"8","2022-02-11 16:57:11","24","en","48441730","2022-02-11 16:54:51","2022-02-11 16:57:11","2","A60","E2","","D6","","1","3","H3","AG5","AG4","AG2","AG2","AG1","2","","","","","","","","","","","AG4","AG3","AG2","AG1","AG1","AG5","AG4","AG4","AG3","AG2","AG2","AG1","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG3","AG2","AG2","AG1","AG1","AG5","AG4","AG3","AG2","AG1","AG4","AG3","AG3","AG2","AG2","AG1","AG4","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG4","AG4","AG3","AG3","AG2","AG2","AG2","AG1","AG4","AG3","AG2","AG2","AG1","AG3","AG2","AG1","AG4","AG3","AG4","AG3","AG3","AG2","AG1","5","4","4","3","4","4","4","4","3","3","3","2","2","2","1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG4","AG3","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG3","AG2","AG1"
"9","2022-02-11 17:00:00","24","en","70389794","2022-02-11 16:57:21","2022-02-11 17:00:00","2","A31","E5","","D7","","2","3","H3","AG4","AG3","AG2","AG2","AG1","1","AG4","AG3","AG2","AG2","AG1","AG4","AG4","AG3","AG2","AG2","AG4","AG3","AG2","AG2","AG1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG4","AG3","AG2","AG2","AG1","AG4","AG3","AG3","AG2","AG1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG5","AG4","AG3","AG2","AG1","AG5","AG4","AG3","AG2","AG2","AG1","AG4","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG3","AG3","AG2","AG2","AG1","AG4","AG5","AG4","AG3","AG4","AG4","AG3","AG3","AG3","AG2","AG5","AG4","AG3","AG2","AG2","AG4","AG3","AG2","AG4","AG3","AG5","AG4","AG4","AG3","AG2","5","4","4","3","4","4","3","3","4","4","3","3","2","2","1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG4","AG3","AG3","AG2","AG1","AG4","AG3","AG2","AG1","AG4","AG3","AG2"
"10","2022-02-11 17:01:50","24","en","2079733467","2022-02-11 16:58:11","2022-02-11 17:01:50","1","A25","E2","","D5","","2","3","H3","AG2","AG2","AG2","AG2","AG2","2","","","","","","","","","","","AG1","AG2","AG3","AG4","AG5","AG1","AG2","AG1","AG2","AG3","AG4","AG4","AG5","AG5","AG4","AG3","AG2","AG1","AG4","AG2","AG1","AG3","AG5","AG1","AG1","AG2","AG2","AG3","AG3","AG4","AG4","AG1","AG1","AG5","AG5","AG3","AG2","AG2","AG4","AG4","AG5","AG5","AG2","AG4","AG3","AG5","AG5","AG5","AG2","AG2","AG1","AG1","AG3","AG2","AG4","AG1","AG2","AG2","AG3","AG4","AG4","AG5","AG4","AG4","AG3","AG3","AG2","AG3","AG4","AG4","AG1","AG2","AG3","AG3","AG2","AG2","AG1","AG2","AG3","AG4","3","3","3","","2","2","2","2","3","4","4","4","4","4","3","AG2","AG2","AG3","AG3","AG4","AG4","AG3","AG3","AG2","AG4","AG2","AG4","AG3","AG1","AG1","AG2","AG4","AG2","AG3","AG2"
"11","2022-02-11 17:40:03","24","en","1667932904","2022-02-11 17:37:40","2022-02-11 17:40:03","1","A51","E5","","D5","","1","8","H3","AG4","AG3","AG2","AG2","AG1","2","","","","","","","","","","","AG4","AG3","AG2","AG2","AG1","AG5","AG4","AG4","AG3","AG2","AG2","AG1","AG1","AG4","AG3","AG2","AG2","AG1","AG4","AG3","AG2","AG2","AG1","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG3","AG3","AG2","AG2","AG1","AG4","AG4","AG3","AG3","AG2","AG2","AG3","AG3","AG2","AG2","AG4","AG4","AG3","AG3","AG5","AG4","AG4","AG3","AG3","AG5","AG4","AG4","AG5","AG5","","AG4","AG4","AG3","AG3","AG5","AG4","AG3","AG3","AG2","AG4","AG3","AG3","AG5","AG4","AG5","AG4","AG4","AG3","AG3","5","5","4","5","4","4","3","4","4","3","3","2","2","1","1","AG5","AG5","AG4","AG4","AG3","AG2","AG1","AG1","AG4","AG3","AG2","AG2","AG1","AG4","AG3","AG2","AG1","AG4","AG3","AG2"
"12","2022-02-11 17:42:31","24","en","1757549755","2022-02-11 17:40:15","2022-02-11 17:42:31","2","A25","E5","","D8","","2","8","H4","AG4","AG3","AG2","AG1","AG1","2","","","","","","","","","","","AG5","AG4","AG3","AG2","AG2","AG5","AG5","AG4","AG4","AG3","AG3","AG2","AG2","AG1","AG2","AG4","AG5","AG5","AG5","AG3","AG4","AG3","AG3","AG5","AG3","AG4","AG3","AG3","AG4","AG4","AG2","AG4","AG3","AG2","AG3","AG2","AG5","AG5","AG4","AG3","AG2","AG2","AG4","AG5","AG4","AG4","AG5","AG4","AG3","AG4","AG5","AG5","AG4","AG3","AG3","AG5","AG4","AG3","AG4","AG4","AG3","AG4","AG3","AG3","AG2","AG5","AG4","AG3","AG2","AG2","AG5","AG3","AG3","AG4","AG3","AG5","AG4","AG4","AG3","AG2","4","3","5","3","3","4","2","3","4","3","3","3","4","2","4","AG4","AG5","AG4","AG3","AG4","AG3","AG4","AG5","AG5","AG5","AG4","AG5","AG4","AG5","AG4","AG5","AG4","AG5","AG5","AG4"
"13","2022-02-11 17:44:58","24","en","923048017","2022-02-11 17:42:41","2022-02-11 17:44:58","2","A18","E5","","D8","","1","9","H3","AG4","AG3","AG2","AG2","AG1","2","","","","","","","","","","","AG5","AG4","AG3","AG3","AG2","AG5","","AG4","AG4","AG3","AG2","AG2","AG1","AG5","AG4","AG3","AG3","AG2","AG5","AG4","AG4","AG4","AG5","AG5","AG4","","AG3","AG5","AG4","AG4","AG4","AG5","AG5","AG4","AG3","AG4","AG5","AG5","AG4","AG5","AG4","AG3","AG5","AG4","AG4","AG3","AG5","AG4","AG5","AG4","AG5","AG5","AG5","AG4","AG3","AG5","AG4","AG5","AG4","AG5","AG4","AG3","AG4","AG4","AG3","AG5","AG5","AG4","AG4","AG3","AG5","AG4","AG3","AG5","AG4","AG5","AG4","AG5","AG4","AG4","5","3","4","4","5","4","5","4","4","4","3","4","4","3","4","AG4","AG5","AG4","AG3","AG4","AG4","AG3","AG4","AG5","AG4","AG3","AG4","AG5","AG5","AG4","AG5","AG4","AG5","AG4","AG3"
"14","2022-02-11 17:47:35","24","en","1753940870","2022-02-11 17:45:08","2022-02-11 17:47:35","2","A25","E5","","D2","","2","8","H3","AG5","AG4","AG3","AG2","AG3","2","","","","","","","","","","","AG4","AG3","AG4","AG4","AG5","AG5","AG5","AG4","AG5","AG4","AG4","AG4","AG3","AG5","AG4","AG3","AG4","AG4","AG5","AG5","AG4","AG4","AG3","AG5","AG5","AG4","AG4","AG5","AG4","AG4","AG3","AG5","AG4","AG5","AG4","AG3","AG5","AG4","AG5","AG4","AG5","AG4","AG5","AG4","AG4","AG3","AG5","AG4","AG4","AG3","AG5","AG4","AG4","AG3","AG3","AG4","AG5","AG4","AG5","AG3","AG5","AG4","AG4","AG3","AG3","AG5","AG5","AG4","AG4","AG3","AG5","AG4","AG3","AG4","AG3","AG5","AG3","AG4","AG4","AG3","5","4","","4","4","5","4","5","4","3","4","3","4","3","4","AG5","AG5","AG4","AG5","AG4","AG3","AG3","AG5","AG5","AG4","AG4","AG3","AG4","AG5","AG4","AG3","AG4","AG5","AG4","AG3"