With reference to your first 5 months in ITE, yesterday’s lecture, take some time to reflect and write down your thoughts using the following pointers: by https://padlet.com/huang_yuchi/v0two3nnzomngbzt en-us 2025-02-26 01:19:26 UTC 2026-05-25 00:46:27 UTC hello@padlet.com Ang Nur https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343019831 Data Engineer at Hyundai or Google.

Organize and clean data, predict forecast.

Work in Singapore

]]> 2025-02-26 04:02:43 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343019831 Ang Nur https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343021893 3 years: Learn coding, work in preferred company.

5 years: Lead small projects

10 years: Senior Data Engineer

]]> 2025-02-26 04:04:37 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343021893 Ang Nur https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343026067 Important skill set

Coding (Python, SQL)

Problem-solving

Communication

Lifelong learning, etc...


Qualitfication:

Bachelor's or Master's Degree in fields like Computer Science, Industrial Engineering, Mathematics, or related areas.


]]> 2025-02-26 04:09:30 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343026067 Ang Nur https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343027694 AI helps with simple tasks

Humans needed for decisions & problem-solving

Not in danger if I keep learning

]]> 2025-02-26 04:11:18 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343027694 Xiang Yan https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343133495 A dream job could be as a Data Engineer at a top tech company like Google. Responsibilities would include building data pipelines, optimizing databases, and working with big data tools. Preferably working in Singapore for career growth, but open to overseas opportunities.

]]> 2025-02-26 06:06:04 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343133495 https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343134321

  • 3 years: Gain hands-on experience as a Data Engineer, working on data pipelines, ETL processes, and cloud platforms.

  • 5 years: Move into a senior or lead Data Engineer role, specializing in big data, machine learning pipelines, or real-time analytics.

  • 10 years: Transition into a Data Architect or Engineering Manager role, designing large-scale data systems and leading teams.

    • ]]>     2025-02-26 06:06:58 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343134321     https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343135860 The most important skills for a Data Engineer include:

    • Programming: Proficiency in Python, SQL, and Scala.

    • Data Processing: Experience with ETL tools, Apache Spark, and Kafka.

    • Database Management: Knowledge of SQL/NoSQL databases like PostgreSQL, MongoDB.

    • Cloud Platforms: Familiarity with AWS, GCP, or Azure.

    • Big Data & Analytics: Understanding of Hadoop, data warehousing, and real-time data processing.

    • Problem-Solving: Strong analytical skills to optimize data pipelines and troubleshoot issues.

    A degree in Computer Science, Data Engineering, or a related field, along with certifications, can be beneficial.

    ]]>     2025-02-26 06:08:27 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343135860     https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343137014 The role of a Data Engineer is less likely to be fully replaced by Gen AI but will evolve significantly. Instead of replacing Data Engineers, AI will act as a tool to boost efficiency, requiring engineers to adapt by learning AI-driven automation and advanced data engineering techniques.

    ]]>     2025-02-26 06:09:48 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343137014     https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343165389 my first dream job will be a psychologist and work at nuh hospital. The job responsibilities is to play a vital role in providing comprehensive psychological services to patients. Work in Singapore or overseas both also can. But it would be better if it's in Singapore (nothing related to my course)

    ]]>     2025-02-26 06:35:38 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343165389     https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343168651 3 years : education and training

    5 years : specialization and professional growth

    10 years : leadership teaching or high level specialization

    ]]>     2025-02-26 06:39:02 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343168651     https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343170217 Master’s degree, Bachelor’s degree or doctoral degree license and certification

    ]]>     2025-02-26 06:41:01 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343170217     https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343172204 not likely as Ai lack of human empathy & emotional connection, ethical & legal challenges, complex & unpredictable human behavior and therapy is more than just conversation

    ]]>     2025-02-26 06:43:41 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343172204     Xuan Le https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343191861 Data Engineer at ST Engineering or major fintech companies.

    Create scalable and efficient data pipelines, databases, and overall data infrastructure.

    Optimize database structures, schemas, tables, and queries to improve data storage, retrieval, and analytical processes.

    Most likely working in Singapore but if a good opportunity arises, i might work overseas

    ]]>     2025-02-26 07:03:48 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343191861     Xuan Le https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343195767 1 to 3 years: junior data engineer

    4 to 6 years: senior data engineer

    7 to 10 years: staff data engineer

    ]]>     2025-02-26 07:07:46 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343195767     Hadif https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343197350 My first dream job would be of a Data Analyst, working behind a desk like a 9 to 5 job. The responsibilities of my job scope would be data cleaning and processing, web-scraping and even conducting statistical analysis. I think it wouldn't matter where I would be located at since I like the idea of working from home.

    ]]>     2025-02-26 07:09:35 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343197350     Xuan Le https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343199260 Bachelor’s degree in Computer Science, Information Systems, or a related field, or equivalent work experience.

    Strong technical expertise in designing and implementing data pipelines, databases, and analytical tools.

    Proficiency in programming languages commonly used in data engineering, such as Python

    ]]>     2025-02-26 07:11:18 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343199260     Hadif https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343200784 1 to 3 years: Entry level job, gain as much knowledge and experience so that my foundation can be strong.

    4 to 6 years: Progress to Data Scientist, Machine Learning Engineer, or AI Specialist roles, Shift to remote work or consulting since I prefer more independence.

    7 to 10 years: Become a Senior Data Scientist, AI Consultant, or Analytics Lead in a company where I can work mostly solo.

    ]]>     2025-02-26 07:13:09 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343200784     Hadif https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343203265 1. Technical Skills (Hard Skills)

    Programming – Python (pandas, NumPy, scikit-learn), SQL (for databases), R (optional)
    Data Cleaning & Processing – Strong knowledge of handling messy data
    Data Visualization – Power BI, Tableau, Matplotlib, Seaborn
    Statistics & Probability – Hypothesis testing, regression analysis
    Machine Learning (If AI-Focused) – Scikit-learn, TensorFlow, PyTorch
    Automation & Scripting – Using Python to automate data workflows

    Big Data (Optional, Future Skill) – Spark, Hadoop for handling large datasets

    Cloud Platforms (Optional) – AWS, GCP, or Azure for data storage & analytics

    2. Soft Skills (Even for Solo Work)

    Critical Thinking & Problem-Solving – Analyzing trends, spotting patterns, and drawing insights
    Attention to Detail – Ensuring data accuracy and consistency
    Time Management & Self-Discipline – Managing projects independently
    Written Communication – Writing clear reports and documentation

    3. Qualifications & Certifications

    🎓 Degree – A diploma or bachelor’s in Data Science, AI, Computer Science, Business Analytics, or Statistics
    📜 Certifications (Helpful but not mandatory):

    • Google Data Analytics Certification

    • IBM Data Science or AI Engineering Certification

    • Microsoft Power BI Data Analyst

    • AWS Certified Data Analytics (if cloud is relevant)

    ]]>     2025-02-26 07:15:31 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343203265     Hadif https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343205091 My job as a data analyst or AI analyst is unlikely to be fully replaced by Gen AI, but tasks like basic data cleaning, report generation, and simple analysis might be automated—however, roles requiring critical thinking, complex problem-solving, and domain expertise will still need human oversight and decision-making.

    ]]>     2025-02-26 07:17:09 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343205091     Xuan Le https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343205545 The increased use of Gen AI will not necessarily replace my first job as a data engineer as AI doesn’t design scalable, efficient data architectures. Engineers must optimize storage, pipelines, and processing.
    AI-generated solutions may not be optimized for cost and speed in real-world production environments.
    AI also lacks the ability to understand nuanced business requirements and troubleshoot complex data issues.

    ]]>     2025-02-26 07:17:38 UTC https://padlet.com/huang_yuchi/v0two3nnzomngbzt/wish/3343205545