myreferences.bib

@inproceedings{ohtsuki2016software,
  title={Software engineer education support system ALECSS utilizing DevOps tools},
  author={Ohtsuki, Mika and Ohta, Kazuki and Kakeshita, Tetsuro},
  booktitle={Proceedings of the 18th International Conference on information integration and web-based applications and services},
  pages={209--213},
  year={2016}
}

@book{humble2018accelerate,
  title={Accelerate: The science of lean software and devops: Building and scaling high performing technology organizations},
  author={Humble, Jez and Kim, Gene},
  year={2018},
  publisher={IT Revolution}
}

@book{kim2016devops,
  title={The DevOps Handbook:: How to Create World-Class Agility, Reliability, and Security in Technology Organizations},
  author={Kim, Gene and Humble, Jez and Debois, Patrick and Willis, John},
  year={2016},
  publisher={IT Revolution}
}

@book{davis2016effective,
  title={Effective DevOps: building a culture of collaboration, affinity, and tooling at scale},
  author={Davis, Jennifer and Daniels, Ryn},
  year={2016},
  publisher={" O'Reilly Media, Inc."}
}

@book{loukides2012devops,
  title={What is DevOps?},
  author={Loukides, Mike},
  year={2012},
  publisher={" O'Reilly Media, Inc."}
}

@book{huttermann2012devops,
  title={DevOps for developers},
  author={H{\"u}ttermann, Michael},
  year={2012},
  publisher={Apress}
}


@article{humble2011enterprises,
  title={Why enterprises must adopt devops to enable continuous delivery},
  author={Humble, Jez and Molesky, Joanne},
  journal={Cutter IT Journal},
  volume={24},
  number={8},
  pages={6},
  year={2011}
}

@article{bobrov2019teaching,
  title={Teaching DevOps in academia and industry: reflections and vision},
  author={Bobrov, Evgeny and Bucchiarone, Antonio and Capozucca, Alfredo and Guelfi, Nicolas and Mazzara, Manuel and Masyagin, Sergey},
  journal={arXiv preprint arXiv:1903.07468},
  year={2019}
}

@article{beyer1999contextual,
  title={Contextual design},
  author={Beyer, Hugh and Holtzblatt, Karen},
  journal={interactions},
  volume={6},
  number={1},
  pages={32--42},
  year={1999},
  publisher={ACM New York, NY, USA}
}

@article{good2017programming,
  title={Programming language, natural language? Supporting the diverse computational activities of novice programmers},
  author={Good, Judith and Howland, Kate},
  journal={Journal of Visual Languages \& Computing},
  volume={39},
  pages={78--92},
  year={2017},
  publisher={Elsevier}
}

@article{holtzblatt2005rapid,
  title={Rapid contextual design: a how-to guide to key techniques for user-centered design},
  author={Holtzblatt, Karen and Wendell, Jessamyn Burns and Wood, Shelley},
  journal={Ubiquity},
  volume={2005},
  number={March},
  pages={3--3},
  year={2005},
  publisher={ACM}
}

@inproceedings{fronza2011understanding,
  title={Understanding how novices are integrated in a team analysing their tool usage},
  author={Fronza, Ilenia and Sillitti, Alberto and Succi, Giancarlo and Vlasenko, Jelena},
  booktitle={Proceedings of the 2011 International Conference on Software and Systems Process},
  pages={204--207},
  year={2011}
}

@article{hamunen2016challenges,
  title={Challenges in adopting a Devops approach to software development and operations},
  author={Hamunen, Joonas and others},
  year={2016}
}

@inproceedings{lucero2015using,
  title={Using affinity diagrams to evaluate interactive prototypes},
  author={Lucero, Andr{\'e}s},
  booktitle={IFIP Conference on Human-Computer Interaction},
  pages={231--248},
  year={2015},
  organization={Springer}
}

@inproceedings{nodalo2019building,
  title={On Building Design Guidelines for An Interactive Machine Learning Sandbox Application},
  author={Nodalo, Giselle and Santiago III, Jose Ma and Valenzuela, Jolene and Deja, Jordan Aiko},
  booktitle={Proceedings of the 5th International ACM In-Cooperation HCI and UX Conference},
  pages={70--77},
  year={2019}
}

@article{al2010quality,
  title={Quality models in software engineering literature: an analytical and comparative study},
  author={Al-Qutaish, Rafa E},
  journal={Journal of American Science},
  volume={6},
  number={3},
  pages={166--175},
  year={2010}
}

@article{peffers2007design,
  title={A design science research methodology for information systems research},
  author={Peffers, Ken and Tuunanen, Tuure and Rothenberger, Marcus A and Chatterjee, Samir},
  journal={Journal of management information systems},
  volume={24},
  number={3},
  pages={45--77},
  year={2007},
  publisher={Taylor \& Francis}
}


@inproceedings{jones2018proposal,
  title={A Proposal for Integrating DevOps into Software Engineering Curricula},
  author={Jones, Christopher},
  booktitle={International Workshop on Software Engineering Aspects of Continuous Development and New Paradigms of Software Production and Deployment},
  pages={33--47},
  year={2018},
  organization={Springer}
}

@book{bruel2019software,
  title={Software Engineering Aspects of Continuous Development and New Paradigms of Software Production and Deployment},
  author={Bruel, Jean-Michel and Mazzara, Manuel and Meyer, Bertrand},
  year={2019},
  publisher={Springer}
}

@inproceedings{bass2016software,
  title={Software Engineering Education in the New World: What Needs to Change?},
  author={Bass, Matthew},
  booktitle={2016 IEEE 29th International Conference on Software Engineering Education and Training (CSEET)},
  pages={213--221},
  year={2016},
  organization={IEEE}
}

@article{mccarthygame,
  title={The Game’s the Thing: Levelling up from Novice Status},
  author={McCarthy, Diane P and Oliver, Rob},
  publisher={Citeseer}
}

@inproceedings{teague2014longitudinal,
  title={Longitudinal think aloud study of a novice programmer},
  author={Teague, Donna and Lister, Raymond},
  booktitle={Proceedings of the Sixteenth Australasian Computing Education Conference-Volume 148},
  pages={41--50},
  year={2014},
  organization={Australian Computer Society, Inc.}
}

@misc{riley2014keep,
  title={How to Keep CALMS and Release More! Logentries blog. Online},
  author={Riley, C},
  year={2014}
}


@article{scaffidi2018employers,
  title={Employers needs for computer science, information technology and software engineering skills among new graduates},
  author={Scaffidi, Christopher},
  journal={International Journal of Computer Science, Engineering and Information Technology},
  volume={8},
  number={1},
  pages={1--12},
  year={2018}
}

@mastersthesis{radstaak2019developing,
  title={Developing a DevOps Maturity Model: A validated model to evaluate the maturity of DevOps in organizations},
  author={Radstaak, JM},
  year={2019},
  school={University of Twente}
}

@article{bachmann2016python,
  title={The Python Programming Language as a Focal Point for Converging Research and DevOps Processes in the IDL Infrastructure},
  author={Bachmann, Arne},
  year={2016},
  publisher={DLR}
}

@book{davis2016effective,
  title={Effective DevOps: building a culture of collaboration, affinity, and tooling at scale},
  author={Davis, Jennifer and Daniels, Ryn},
  year={2016},
  publisher={" O'Reilly Media, Inc."}
}

@article{erich2017qualitative,
  title={A qualitative study of DevOps usage in practice},
  author={Erich, FMA and Amrit, Chintan and Daneva, Maya},
  journal={Journal of software: Evolution and Process},
  volume={29},
  number={6},
  pages={e1885},
  year={2017},
  publisher={Wiley Online Library}
}

@article{laihonen2018adoption,
  title={Adoption of DevOps Practices in the Finnish Software Industry: an Empirical Study},
  author={Laihonen, Paul and others},
  year={2018}
}

@article{forsgren2018devops,
  title={DevOps metrics},
  author={Forsgren, Nicole and Kersten, Mik},
  journal={Communications of the ACM},
  volume={61},
  number={4},
  pages={44--48},
  year={2018},
  publisher={ACM New York, NY, USA}
}

@article{ebrahimi2006taxonomy,
  title={Taxonomy of novice programming error patterns with plan, web, and object solutions},
  author={Ebrahimi, A and Kopec, D and Schweikert, C},
  journal={ACM Computing Surveys},
  volume={38},
  number={2},
  pages={1--24},
  year={2006}
}

@inproceedings{rao2007towards,
  title={Towards mixed-initiative interactions in novice programming},
  author={Rao, Shilpi and Doherty, Liam and Kumar, Vive},
  booktitle={Seventh IEEE International Conference on Advanced Learning Technologies (ICALT 2007)},
  pages={822--824},
  year={2007},
  organization={IEEE}
}

@inproceedings{intisar2019classification,
  title={Classification of programming problems based on topic modeling},
  author={Intisar, Chowdhury Md and Watanobe, Yutaka and Poudel, Manoj and Bhalla, Subhash},
  booktitle={Proceedings of the 2019 7th International Conference on Information and Education Technology},
  pages={275--283},
  year={2019}
}

@misc{forsgrenaccelerate,
  title={Accelerate: state of DevOps report: Strategies for a new economy. DORA (DevOps Research and Assessment) and Google Cloud, 2018},
  author={Forsgren, N and Humble, J and Kim, G}
}

@article{das2019beames,
  title={BEAMES: Interactive Multi-Model Steering, Selection, and Inspection for Regression Tasks.},
  author={Das, Subhajit and Cashman, Dylan and Chang, Remco and Endert, Alex},
  journal={IEEE computer graphics and applications},
  year={2019}
}

@article{zhao2019featureexplorer,
  title={FeatureExplorer: Interactive Feature Selection and Exploration of Regression Models for Hyperspectral Images},
  author={Zhao, Jieqiong and Karimzadeh, Morteza and Masjedi, Ali and Wang, Taojun and Zhang, Xiwen and Crawford, Melba M and Ebert, David S},
  journal={arXiv preprint arXiv:1908.00671},
  year={2019}
}

@article{wexler2019if,
  title={The What-If Tool: Interactive Probing of Machine Learning Models},
  author={Wexler, James and Pushkarna, Mahima and Bolukbasi, Tolga and Wattenberg, Martin and Vi{\'e}gas, Fernanda and Wilson, Jimbo},
  journal={IEEE transactions on visualization and computer graphics},
  year={2019},
  publisher={IEEE}
}


@misc{smilkov2017neural,
  title={A neural network playground},
  author={Smilkov, Daniel and Carter, Shan},
  year={2017}
}

@article{erol2017effects,
  title={The effects of teaching programming with scratch on pre-service information technology teachers' motivation and achievement},
  author={Erol, Osman and Kurt, Adile A{\c{s}}k{\i}m},
  journal={Computers in Human Behavior},
  volume={77},
  pages={11--18},
  year={2017},
  publisher={Elsevier}
}

@article{halim2012learning,
  title={Learning Algorithms with Unified and Interactive Web-Based Visualization.},
  author={Halim, Steven and Koh, Zi Chun and Loh, Victor Bo Huai and Halim, Felix},
  journal={Olympiads in Informatics},
  volume={6},
  year={2012}
}

@inproceedings{amershi2011designing,
  title={Designing for effective end-user interaction with machine learning},
  author={Amershi, Saleema},
  booktitle={Proceedings of the 24th annual ACM symposium adjunct on User interface software and technology},
  pages={47--50},
  year={2011},
  organization={ACM}
}

@inproceedings{amershi2012regroup,
  title={Regroup: Interactive machine learning for on-demand group creation in social networks},
  author={Amershi, Saleema and Fogarty, James and Weld, Daniel},
  booktitle={Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},
  pages={21--30},
  year={2012},
  organization={ACM}
}

@inproceedings{bernardo2016interactive,
  title={Interactive Machine Learning for End-User Innovation},
  author={Bernardo, Francisco and Zbyszynski, Michael and Fiebrink, Rebecca and Grierson, Mick and others},
  year={2016},
  organization={American Association for Artificial Intelligence (AAAI)}
}

@inproceedings{ehrenberg2016data,
  title={Data programming with DDLite: putting humans in a different part of the loop},
  author={Ehrenberg, Henry R and Shin, Jaeho and Ratner, Alexander J and Fries, Jason A and R{\'e}, Christopher},
  booktitle={Proceedings of the Workshop on Human-In-the-Loop Data Analytics},
  pages={13},
  year={2016},
  organization={ACM}
}

@article{ouahbi2015learning,
  title={Learning basic programming concepts by creating games with scratch programming environment},
  author={Ouahbi, Ibrahim and Kaddari, Fatiha and Darhmaoui, Hassane and Elachqar, Abdelrhani and Lahmine, Soufiane},
  journal={Procedia-Social and Behavioral Sciences},
  volume={191},
  pages={1479--1482},
  year={2015},
  publisher={Elsevier}
}

@inproceedings{sarkar2015interactive,
  title={Interactive visual machine learning in spreadsheets},
  author={Sarkar, Advait and Jamnik, Mateja and Blackwell, Alan F and Spott, Martin},
  booktitle={Visual Languages and Human-Centric Computing (VL/HCC), 2015 IEEE Symposium on},
  pages={159--163},
  year={2015},
  organization={IEEE}
}

@article{shaffer2010algorithm,
  title={Algorithm visualization: The state of the field},
  author={Shaffer, Clifford A and Cooper, Matthew L and Alon, Alexander Joel D and Akbar, Monika and Stewart, Michael and Ponce, Sean and Edwards, Stephen H},
  journal={ACM Transactions on Computing Education (TOCE)},
  volume={10},
  number={3},
  pages={9},
  year={2010},
  publisher={ACM}
}

@inproceedings{vrachnos2008dave,
  title={Dave: A dynamic algorithm visualization environment for novice learners},
  author={Vrachnos, Euripides and Jimoyiannis, Athanassios},
  booktitle={Advanced Learning Technologies, 2008. ICALT'08. Eighth IEEE International Conference on},
  pages={319--323},
  year={2008},
  organization={IEEE}
}

@article{kulkarni2016weka,
  title={Weka powerful tool in data mining},
  author={Kulkarni, E and Kulkarni, Raj B},
  journal={International Journal of Computer Applications},
  pages={9--15},
  year={2016}
}

@article{smith2010dialando,
  title={Dialando: tangible programming for the novice with Scratch, processing and arduino},
  author={Smith, Andrew C},
  year={2010}
}

@article{miloˇs2013using,
  title={Using RapidMiner for Research: Experimental Evaluation of Learners},
  author={Miloˇs, Jovanovic and Milan, Vukicevic and Boris, Delibaˇsic and Milija, Suknovic},
  journal={RapidMiner: Data Mining Use Cases and Business Analytics Applications},
  pages={439},
  year={2013},
  publisher={CRC Press}
}

@misc{idf:UCD, 
title={Interaction Design Foundation\textemdash What is User Centered Design?}, url={https://www.interaction-design.org/literature/topics/user-centered-design}, 
journal={The Interaction Design Foundation},
organization ={Interaction Design Foundation},
year = {2018}
}

@misc{mit:Scratch, 
title={Scratch - About}, 
url={https://scratch.mit.edu/about}, 
journal={Scratch - Imagine, Program, Share},
organization ={Lifelong Kindergarten Group at the MIT Media Lab},
year ={2018}
}

@article{lee2016interactive,
  title={An Interactive Machine Learning Framework},
  author={Lee, Teng and Johnson, James and Cheng, Steve},
  journal={arXiv preprint arXiv:1610.05463},
  year={2016}
}

@incollection{boukhelifa2018evaluation,
  title={Evaluation of Interactive Machine Learning Systems},
  author={Boukhelifa, Nadia and Bezerianos, Anastasia and Lutton, Evelyne},
  booktitle={Human and Machine Learning},
  pages={341--360},
  year={2018},
  publisher={Springer}
}

@article{amershi2014power,
  title={Power to the people: The role of humans in interactive machine learning},
  author={Amershi, Saleema and Cakmak, Maya and Knox, William Bradley and Kulesza, Todd},
  journal={AI Magazine},
  volume={35},
  number={4},
  pages={105--120},
  year={2014}
}

@misc{code.org, title={Code with Anna and Elsa}, url={https://studio.code.org/s/frozen/stage/1/puzzle/6}, journal={Code.org}, author={Code.org},year= {2018}}

@misc{mit, title={Scratch - Monster - a Scrolling Platformer/Maze}, url={https://scratch.mit.edu/projects/237536987/#editor}, journal={Scratch - Imagine, Program, Share}, author={MIT}, year= {2018}}

@article{Hall2009weka,
 author = {Hall, Mark and Frank, Eibe and Holmes, Geoffrey and Pfahringer, Bernhard and Reutemann, Peter and Witten, Ian H.},
 title = {The WEKA Data Mining Software: An Update},
 journal = {SIGKDD Explor. Newsl.},
 issue_date = {June 2009},
 volume = {11},
 number = {1},
 month = nov,
 year = {2009},
 issn = {1931-0145},
 pages = {10--18},
 numpages = {9},
 url = {http://doi.acm.org/10.1145/1656274.1656278},
 doi = {10.1145/1656274.1656278},
 acmid = {1656278},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{nielsen1992finding,
  title={Finding usability problems through heuristic evaluation},
  author={Nielsen, Jakob},
  booktitle={Proceedings of the SIGCHI conference on Human factors in computing systems},
  pages={373--380},
  year={1992},
  organization={ACM}
}

@article{tory2005evaluating,
  title={Evaluating visualizations: do expert reviews work?},
  author={Tory, Melanie and Moller, Torsten},
  journal={IEEE computer graphics and applications},
  volume={25},
  number={5},
  pages={8--11},
  year={2005},
  publisher={IEEE}
}

@article{carroll2013human,
  title={Human computer interaction-brief intro},
  author={Carroll, John M},
  journal={The Encyclopedia of Human-Computer Interaction, 2nd Ed.},
  year={2013},
  publisher={The Interaction Design Foundation}
}

@incollection{dix2009human,
  title={Human-computer interaction},
  author={Dix, Alan},
  booktitle={Encyclopedia of database systems},
  pages={1327--1331},
  year={2009},
  publisher={Springer}
}

@article{myers1998brief,
  title={A brief history of human-computer interaction technology},
  author={Myers, Brad A},
  journal={interactions},
  volume={5},
  number={2},
  pages={44--54},
  year={1998},
  publisher={ACM}
}

@article{abras2004user,
  title={User-centered design},
  author={Abras, Chadia and Maloney-Krichmar, Diane and Preece, Jenny},
  journal={Bainbridge, W. Encyclopedia of Human-Computer Interaction. Thousand Oaks: Sage Publications},
  volume={37},
  number={4},
  pages={445--456},
  year={2004},
  publisher={Citeseer}
}

@book{garrett2010elements,
  title={Elements of user experience, the: user-centered design for the web and beyond},
  author={Garrett, Jesse James},
  year={2010},
  publisher={Pearson Education}
}

@article{landset2015mltools,
author = {Landset, Sara and Khoshgoftaar, Taghi and N. Richter, Aaron and Hasanin, Tawfiq},
year = {2015},
month = {12},
pages = {},
title = {A survey of open source tools for machine learning with big data in the Hadoop ecosystem},
volume = {2},
booktitle = {Journal of Big Data}
}

@inproceedings{cortellessa2006mixed,
 author = {Cortellessa, Gabriella and Cesta, Amedeo},
 title = {Evaluating Mixed-initiative Systems: An Experimental Approach},
 booktitle = {Proceedings of the Sixteenth International Conference on International Conference on Automated Planning and Scheduling},
 series = {ICAPS'06},
 year = {2006},
 isbn = {978-1-57735-270-9},
 location = {Cumbria, UK},
 pages = {172--181},
 numpages = {10},
 url = {http://dl.acm.org/citation.cfm?id=3037104.3037128},
 acmid = {3037128},
 publisher = {AAAI Press},
} 

@article{pedragosa2011scikit,
 author = {Pedregosa, Fabian and Varoquaux, Ga\"{e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and Vanderplas, Jake and Passos, Alexandre and Cournapeau, David and Brucher, Matthieu and Perrot, Matthieu and Duchesnay, \'{E}douard},
 title = {Scikit-learn: Machine Learning in Python},
 journal = {J. Mach. Learn. Res.},
 issue_date = {2/1/2011},
 volume = {12},
 month = nov,
 year = {2011},
 issn = {1532-4435},
 pages = {2825--2830},
 numpages = {6},
 url = {http://dl.acm.org/citation.cfm?id=1953048.2078195},
 acmid = {2078195},
 publisher = {JMLR.org},
} 

@misc{mjrovai_2017, 
title={Physical Computing - Scratch for Arduino},
url={https://www.instructables.com/id/Physical-Computing-Scratch-for-Arduino/},
journal={Instructables.com},
publisher={Instructables},
author={mjrovai}, 
year={2017}, 
month={Aug}}

@misc{waikato, 
year={2018},
url={https://www.cs.waikato.ac.nz/~ml/weka/gui_explorer.html}, 
journal={Weka 3 - Data Mining with Open Source Machine Learning Software in Java}, author={Waikato}}

@misc{halim_2011, url={https://visualgo.net/bn/sorting}, journal={VisuAlgo - Sorting (Bubble, Selection, Insertion, Merge, Quick, Counting, Radix)}, author={Halim, Steven}, year={2011}}

@misc{wentworth_2018, title={Visual Workflow for Predictive Analytics | RapidMiner© Studio}, url={https://rapidminer.com/products/studio/}, journal={RapidMiner}, publisher={RapidMiner}, author={Wentworth, Tom}, year={2018}, month={Sep}}

@article{daae2015classification,
  title={A classification of user research methods for design for sustainable behaviour},
  author={Daae, Johannes and Boks, Casper},
  journal={Journal of Cleaner Production},
  volume={106},
  pages={680--689},
  year={2015},
  publisher={Elsevier}
}

@incollection{maguire2002user,
  title={User requirements analysis},
  author={Maguire, Martin and Bevan, Nigel},
  booktitle={Usability},
  pages={133--148},
  year={2002},
  publisher={Springer}
}

@article{lanter2016user,
  title={User-Centered Design},
  author={Lanter, David and Essinger, Rupert},
  journal={International Encyclopedia of Geography: People, the Earth, Environment and Technology},
  pages={1--4},
  year={2016},
  publisher={American Cancer Society}
}

@misc{2018overload, 
  title={Information Overload, Why it Matters and How to Combat It}, url={https://www.interaction-design.org/literature/article/information-overload-why-it-matters-and-how-to-combat-it?}, 
  journal={The Interaction Design Foundation}, 
  year={2018}, month={Oct}
}

@inproceedings{hussain2009current,
  title={Current state of agile user-centered design: A survey},
  author={Hussain, Zahid and Slany, Wolfgang and Holzinger, Andreas},
  booktitle={Symposium of the Austrian HCI and Usability Engineering Group},
  pages={416--427},
  year={2009},
  organization={Springer}
}

@inproceedings{da2011user,
  title={User-centered design and agile methods: a systematic review},
  author={Da Silva, Tiago Silva and Martin, Angela and Maurer, Frank and Silveira, Milene},
  booktitle={Agile Conference (AGILE), 2011},
  pages={77--86},
  year={2011},
  organization={IEEE}
}

@phdthesis{ye2015pre,
 title={Using Machine Learning for Exploratory Data Analysis and Predictive Modelling}, author={Ye, Jiaqi}, 
 year={2015}
}

@misc{tensorflow_2015, title={TensorFlow}, url={https://www.tensorflow.org/}, journal={TensorFlow}, year={2015}, month={Nov}}

@misc{tensorflow_2016, title={TensorFlow Playground}, url={http://playground.tensorflow.org/}, journal={A Neural Network Playground - Tensorflow}, year={2016}, month={Mar}}

@misc{edwardtensorboard_2017, title={Edward}, url={http://edwardlib.org/tutorials/tensorboard}, journal={Edward – Tensorboard}, year={2017}}

@misc{travis_2014, title={Measuring satisfaction: Beyond the usability questionnaire}, url={https://www.userfocus.co.uk/articles/satisfaction.html}, journal={Userfocus}, author={Travis, David}, year={2014}}

@misc{sauro_2011, title={Measuring Usability with the System Usability Scale (SUS)}, url={https://measuringu.com/sus/}, journal={MeasuringU}, author={Sauro, Jeff}, year={2011}, month={Feb}}

@misc{hadialathas_2018, title={How to Measure Product Usability with the System Usability Scale (SUS) Score}, url={https://uxplanet.org/how-to-measure-product-usability-with-the-system-usability-scale-sus-score-69f3875b858f}, journal={Medium}, publisher={UX Planet}, author={/@hadialathas}, year={2018}, month={Nov}}

@misc{travis_2007, title={Usability Expert Reviews: Beyond Heuristic Evaluation}, url={https://www.userfocus.co.uk/articles/expertreviews.html}, journal={Userfocus}, author={Travis, David}, year={2007}}

@inproceedings{Amershi:2019:GHI:3290605.3300233,
 author = {Amershi, Saleema and Weld, Dan and Vorvoreanu, Mihaela and Fourney, Adam and Nushi, Besmira and Collisson, Penny and Suh, Jina and Iqbal, Shamsi and Bennett, Paul N. and Inkpen, Kori and Teevan, Jaime and Kikin-Gil, Ruth and Horvitz, Eric},
 title = {Guidelines for Human-AI Interaction},
 booktitle = {Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems},
 series = {CHI '19},
 year = {2019},
 isbn = {978-1-4503-5970-2},
 location = {Glasgow, Scotland Uk},
 pages = {3:1--3:13},
 articleno = {3},
 numpages = {13},
 url = {http://doi.acm.org/10.1145/3290605.3300233},
 doi = {10.1145/3290605.3300233},
 acmid = {3300233},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {ai-infused systems, design guidelines, human-ai interaction},
} 

@misc{glenn_2018, title={Inter-rater Reliability IRR: Definition, Calculation}, url={https://www.statisticshowto.datasciencecentral.com/inter-rater-reliability/}, journal={Statistics How To}, author={Glenn, Stephanie}, year={2018}, month={Aug}}

@inproceedings{mcdowell2002effects,
  title={The effects of pair-programming on performance in an introductory programming course},
  author={McDowell, Charlie and Werner, Linda and Bullock, Heather and Fernald, Julian},
  booktitle={Proceedings of the 33rd SIGCSE technical symposium on Computer science education},
  pages={38--42},
  year={2002}
}

@inproceedings{teague2008collaborative,
  title={Collaborative learning: towards a solution for novice programmers},
  author={Teague, Donna and Roe, Paul},
  booktitle={Proceedings of the tenth conference on Australasian computing education-Volume 78},
  pages={147--153},
  year={2008},
  organization={Australian Computer Society, Inc.}
}



@article{teague2007learning,
  title={Learning to program: Going pair-shaped},
  author={Teague, Donna and Roe, Paul},
  journal={Innovation in Teaching and Learning \citeteagu Information and Computer Sciences},
  volume={6},
  number={4},
  pages={4--22},
  year={2007},
  publisher={Taylor \& Francis}
}

@article{tissenbaum2020see,
  title={I see what you did there! Divergent collaboration and learner transitions from unproductive to productive states in open-ended inquiry},
  author={Tissenbaum, Mike},
  journal={Computers \& Education},
  volume={145},
  pages={103739},
  year={2020},
  publisher={Elsevier}
}


@article{yadav2016,
	Abstract = {The recent focus on computational thinking as a key 21st century skill for all students has led to a number of curriculum initiatives to embed it in K-12 classrooms. In this paper, we discuss the key computational thinking constructs, including algorithms, abstraction, and automation. We further discuss how these ideas are related to current educational reforms, such as Common Core and Next Generation Science Standards and provide specific means that would allow teachers to embed these ideas in their K-12 classrooms, including recommendations for instructional technologists and professional development experts for infusing computational thinking into other subjects. In conclusion, we suggest that computational thinking ideas outlined in this paper are key to moving students from merely being technology-literate to using computational tools to solve problems.},
	Author = {Yadav, Aman and Hong, Hai and Stephenson, Chris},
	Da = {2016/11/01},
	Date-Added = {2020-03-31 12:10:21 +0000},
	Date-Modified = {2020-03-31 12:11:42 +0000},
	Doi = {10.1007/s11528-016-0087-7},
	Id = {Yadav2016},
	Isbn = {1559-7075},
	Journal = {TechTrends},
	Number = {6},
	Pages = {565--568},
	Title = {Computational Thinking for All: Pedagogical Approaches to Embedding 21st Century Problem Solving in K-12 Classrooms},
	Ty = {JOUR},
	Url = {https://doi.org/10.1007/s11528-016-0087-7},
	Volume = {60},
	Year = {2016},
	Bdsk-Url-1 = {https://doi.org/10.1007/s11528-016-0087-7},
	Bdsk-Url-2 = {http://dx.doi.org/10.1007/s11528-016-0087-7}}


@article{lye_koh_2014, title={Review on teaching and learning of computational thinking through programming: What is next for K-12?}, volume={41}, DOI={10.1016/j.chb.2014.09.012}, journal={Computers in Human Behavior}, author={Lye, Sze Yee and Koh, Joyce Hwee Ling}, year={2014}, pages={51–61}}

@article{mcclelland_grata_2018, title={A Review of the Importance of Computational Thinking in K-12}, journal={eLmL 2018 : The Tenth International Conference on Mobile, Hybrid, and On-line Learning}, author={McClelland, Katharine and Grata, Lori}, year={2018}, pages={32–34}}

@book{forsgren_smith_humble_frazelle_2019, title={2019 Accelerate State of DevOps Report}, url={https://cloud.google.com/blog/products/devops-sre/the-2019-accelerate-state-of-devops-elite-performance-productivity-and-scaling}, institution={DORA, Google Cloud}, author={Forsgren, Nicole and Smith, Dustin and Humble, Jez and Frazelle, Jessie}, year={2019}, month={Aug}}

@misc{gonzales_2019, title={Why is There a Demand for Programmers in the Philippines? - Blog - Zuitt Coding Bootcamp}, url={https://blog.zuitt.co/demand-for-programmers-in-the-philippines/}, journal={Blog}, author={Gonzales, AuthorMarien}, year={2019}, month={Sep}}

@misc{konicek_2018, title={Why demand for software engineers is going to stay high}, url={https://medium.com/swlh/why-demand-for-software-engineers-is-going-to-stay-high-5acb789c5015}, journal={Medium}, publisher={The Startup}, author={Konicek, Martin}, year={2018}, month={Oct}}

@book{quismorio_pasquin_tayco_2020, place={Manila}, title={Aligning Higher Education with Demands for Data Science Workforce}, url={https://www.pids.gov.ph/publications/6959}, institution={Philippine Institute for Development Studies}, author={Quismorio, Brenda A. and Pasquin, Maria Antonette D. and Tayco, Claire S.}, year={2020}}