Mengjiao Guo
Melbourne,Australia
Summary
Detail-focused Data Analyst with knowledge in data warehousing, process validation and business needs analysis. Proven to understand customer requirements and translate into actionable project plans. Dedicated and hard-working with passion for Big Data.
Overview
2
2
years of professional experience
1
1
Certification
Work History
Data Analyst
Tech-away
08.2023 - Current
- Analyzed and processed customer data, and utilize statistical and data analysis techniques to identify patterns, trends, and insights from large datasets, aiding in informed decision-making
- Conducted an in-depth analysis of sales trends and customer preferences, and executed validation checks on analytical results to ensure accuracy and reliability of data-driven conclusions
- Collaborated closely with product managers, obtaining valuable insights into marketing aspects
- Produced comprehensive reports and summaries of analytical findings, effectively conveying actionable recommendations to both management and team members.
Sessional Tutor
Swinburne University of Technology
01.2022 - Current
- Conducted both face-to-face/ online tutorials, each tutorial has around 30 students
- Provided feedback on students’ custom project design, program structure design, tutorial tasks, and individual/ group assignments
- Guided students towards successful completion of their tasks
- Initiated & completed curriculum design (cybersecurity and mobile & cloud computing majors); Proposed Research methodologies and technology project management strategies; Identified and implemented appropriate experimental designs and research strategies design
- Provided academic support that resulted in more than 90% of my students achieving their target goals
- Received excellent teaching feedback from students, grade 8.5 above the average of 8.03.
Education
Doctor of Philosophy - PhD - Computer Science
Swinburne University of Technology
Melbourne, AustraliaMaster of Computer Science and Technology -
Liaoning Technical University
Fuxin, ChinaBachelor of Computer Software Engineering -
Changchun University of Science and Technology
Changchun, ChinaSkills
- Python
- Java
- C
- Ruby
- HTML
- SQL
- Windows
- MacOS
- Data Analytic
- Machine Learning
- Database Management
- Snowflake
- Tableau
- PyCharm
- Jupyter Notebook
- Visual Studio
- Microsoft Office Suite
- Latex
- Data Modeling
- Strong Work Ethic
- Data Analysis
- Git
- Data Visualization and Presentations
- Data Programming
- Data Mining
- Data Science
- Analytical Problem Solving
- Query Tools
- Python Programming
- Database Programming and SQL
- Report Writing
- Technical Writing
Research
- Structural analysis for COVID-19 drug discovery, Jing He, Ministry of Science and Technology of the People´s Republic of China, 2021, 2022
- Tonghe financial supply-chain platform based on consortium chain network, Jing He, Agricultural Bank of China, 2020
- Simple graph isomorphism detection algorithm, Jing He, Agricultural Bank of China, 2019, 2020
- Studies on keyword-based personalized and typical space query method, Xingfu Meng, National Science Foundation of China, 2017, 2020
- Research on diverse query and top-k ranking over Web database, Xiangfu Meng, Excellent Talents Promotion Plan of Liaoning Technical University, 2013, 2016
- Research on keyword-based personalized and semantic approximate query of large-sized structured and semi-structured data, Xiangfu Meng, Young Scholars Growth Plan of Liaoning, China, 2013, 2016
- Studies on key technologies of personalized flexible query for XML data, Xiangfu Meng, National Science Foundation of China, 2011, 2013
Professional Services
- Program committee member and webmaster at International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), International Conference on Data Science (ICDS), and Information Technology and Quantitative Management (ITQM) from 2019 to 2022.
- Regular reviewer for journals like IEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), IEEE Journal of Biomedical and Health Informatics (JBHI), and Soft Computing, conferences like International Conference on Data Science (ICDS), and Information Technology and Quantitative Management (ITQM).
Awards
Postgraduate Faculty Scholarship - Swinburne University of Technology (Australia) (2021 - 2022) WI-IAT Volunteer Award - International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT) (2021) ARC DECRA Scholarship - Swinburne University of Technology (Australia) (2019) Certificate of Participant in SummerTech Live 'Image value calculation for AFL players' - Victorian State Government (Australia) (2019) Best Paper Award - International Conference on Information Technology and Quantitative Management (ITQM) (2019) National Scholarship for Graduate Students - Ministry of Education of the People's Republic of China (China) (2015) First level prize of University Scholarship - Liaoning Technical University (2014) Second level prize of University Scholarship - Changchun University of Science and Technology (2013)
Publications
M. Guo, H. Cao, J. He, & T. Ji. A new Technique in Protein Structure Quantitative Identification. Procedia Computer Science, 214, 1546-1553, 2022. M. Guo, T. Ji, H. Zheng, H. Fa, J. He. A Triangle Framework among Subgraph Isomorphism, pharmacophore and structure-function relationship. Companion Proceedings of the Web Conference 2022. M. Guo, C. Chi, H. Zheng, J. He. A Subgraph Isomorphism-based Attacks Towards Social Networks, IEEE/WIC/ACM International Conference on Web Intelligence, 2021. M. Guo, C. Chi, H. Zheng, K. Zhang, J. He. Homomorphic Encryption based Subgraph Isomorphism Protocol in Blockchain, IEEE/WIC/ACM International Conference on Web Intelligence, 2021. J. He, J. Tian, Y. Wu, X. Cai, K. Zhang, M. Guo, H. Zheng, J. Wu, Y. Ji. An Efficient Solution to Detect Common Topologies in Money Launderings Based on Coupling and Connection[J]. IEEE Intelligent Systems, 2021, 36(1): 64-74 (core ranking A). J. He, J. Chen, G. Huang, M. Guo, Z. Zhang, H. Zheng, Y. Li, R. Wang, W. Fan, C. Chi, W. Ding, P. Souza, B. Chen, R. Li, J. Shang, A. Zundert, A Fuzzy Theory Based Topological Distance Measurement for Undirected Multigraphs, 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Glasgow, United Kingdom, 2020, pp. 1-10, doi: 10.1109/FUZZ48607.2020.9177559 (core ranking B). X. Wang, Z. Jiang, W. Li, R. Zarei, G. Huang, A. Ul-Haq, X. Yin, B. Zhang, P. Shi, M. Guo, J. He. Active contours with local and global energy based‐on fuzzy clustering and maximum a posterior probability for retinal vessel detection, Concurrency and Computation: Practice and Experience, Vol. 32, no. 7 (Apr 2020), article no. e5599 (core ranking B). Y. Shen, Y. Mai, X. Shen, W. Ding and M. Guo. Jointly Part-of-Speech Tagging and Semantic Role Labeling Using Auxiliary Deep Neural Network Model. Computers, Materials & Continua, 2020.
Certification
- IBM - Data Science Professional Certificate
Timeline
Data Analyst
Tech-away
08.2023 - Current
Sessional Tutor
Swinburne University of Technology
01.2022 - Current
Doctor of Philosophy - PhD - Computer Science
Swinburne University of Technology
Master of Computer Science and Technology -
Liaoning Technical University
Bachelor of Computer Software Engineering -
Changchun University of Science and Technology