CMDB Predictive Analysis and migration

  • Status: Closed
  • Prêmio: $25
  • Inscrições Recebidas: 52

Síntese do concurso

I am looking for an experienced data analyst / ServiceNow expert to help transform CMDB data into actionable insights and predictive analytics.

The CMDB currently receives data from three sources:
• Network devices
• Software applications
• Servers / hardware assets



Scope of Work:
1. Data Consolidation & Preparation

• Review and consolidate CMDB data
• Clean and standardise datasets for analysis
• Ensure data is usable for reporting and modelling

2. Predictive Analysis

• Build simple predictive models to identify early warning signals such as:
• Capacity issues
• Performance degradation
• Configuration drift

3. Dashboards / Reporting / Alerts

• Create easy-to-use outputs for operations teams (e.g., dashboards, reports, or alerts)
• Preferably integrated with ServiceNow or via a BI tool



Tools / Access:
• Access to ServiceNow CMDB will be provided
• Data exports can be shared if needed
• Open to tools like Python, Power BI, Tableau, etc.



Deliverables:
• Cleaned and structured dataset
• Predictive model (basic to intermediate level is fine)
• Dashboard / reporting solution
• Documentation (how it works + how to use it)
• Knowledge transfer session



Ideal Candidate:
• Experience with ServiceNow CMDB (preferred)
• Strong data analysis / predictive modelling skills
• Experience with dashboards (Power BI / Tableau / similar)
• Ability to explain outputs clearly

Habilidades Recomendadas

Principais inscrições deste concurso

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Painel de Comentários

  • Marwan328
    Marwan328
    • 1 mês atrás

    Hi, please check my entry #55 .

    I focused on delivering a practical and scalable solution using Python only (no heavy BI tools), including:

    Cleaned and standardized CMDB data pipeline
    Predictive models for early detection of capacity issues, performance drops, and configuration drift
    A clear HTML/PDF report with actionable insights and visualizations for your operations team

    This approach keeps everything simple, reproducible, and easy to maintain without dependency on external dashboard tools.

    If you can share a sample of the CMDB structure, I can refine the solution further to match your exact environment.

    Open to feedback and adjustments.

    • 1 mês atrás
  • hassanr313
    hassanr313
    • 1 mês atrás

    Hi,

    I’m a Python expert with strong experience in data analysis and predictive modeling. I can clean and structure your CMDB data, then use libraries like Pandas, NumPy, and Scikit-learn to generate actionable insights and early warning predictions for capacity, performance, and configuration drift and my entry no is #9 .

    I can also create clear dashboards and reports for easy use by your operations team.

    Feel free to message me for further discussion or clarification—I’d be happy to understand your requirements in more detail.

    Best regards.

    • 1 mês atrás
  • abdullah29as
    abdullah29as
    • 1 mês atrás

    Hey Sir,
    I have crafted it professional plz check entry #41 , provided ss of dataset

    • 1 mês atrás
  • rozeakter1112131
    rozeakter1112131
    • 1 mês atrás

    Please check #30 and give your feedback.

    • 1 mês atrás
  • samraanWriter123
    samraanWriter123
    • 1 mês atrás

    Hi,
    Your CMDB has great data, but it’s currently reactive. I will clean the 3 sources, build simple early-warning models for capacity, performance, and drift, and deliver a dashboard + ops guide your team can actually use — in ServiceNow or Power BI. Handover includes a live session and all working files. No over-engineering, just actionable alerts.

    • 1 mês atrás
  • hassanr313
    hassanr313
    • 1 mês atrás

    Hi,

    I’m a Python expert with strong experience in data analysis and predictive modeling. I can clean and structure your CMDB data, then use libraries like Pandas, NumPy, and Scikit-learn to generate actionable insights and early warning predictions for capacity, performance, and configuration drift and my entry no is #9 .

    I can also create clear dashboards and reports for easy use by your operations team.

    Feel free to message me for further discussion or clarification—I’d be happy to understand your requirements in more detail.

    Best regards.

    • 1 mês atrás

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