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Last updated on Mar 30, 2025
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Your team is struggling with conflicting data views. How can you achieve data harmony?

Is your team facing data disagreements? Share your strategies for achieving data harmony.

Data Management Data Management

Data Management

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Last updated on Mar 30, 2025
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Your team is struggling with conflicting data views. How can you achieve data harmony?

Is your team facing data disagreements? Share your strategies for achieving data harmony.

Add your perspective
Help others by sharing more (125 characters min.)
4 answers
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    Deepa Ajish

    Vice President | ServiceNow Transformation & Automation Leader | Security & Compliance | IT Security Strategist | Judge | Coach | Mentor

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    Agree on credible and authoritative data sources as the foundation for discussions. This ensures everyone operates from the same baseline of trustworthy information.

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    Maria Agrapidi

    Business Intelligence Engineer | MSc Computer Science | BI & Data Analytics Certified

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    To achieve data harmony in my team,I focus on establishing a unified approach to data management and decision-making.First,I define clear data governance protocols to ensure consistency in data definitions, formats and sources.I encourage open communication to foster collaboration and alignment among team members, making sure we all share a common understanding of the data.I also implement data visualization tools to help everyone interpret the data more easily, minimizing misunderstandings.Regular reviews and audits of our data processes help me identify discrepancies and address them quickly.By promoting a culture of transparency, collaboration, and continuous improvement,I can reduce data conflicts and achieve harmony in decision-making.

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    Hani Abdallah

    Hyberbaric & Diving medicine doctor, Sports medicine doctor and Sport performance enhancement specialist.

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    I believe that achieving data harmony starts with establishing a single source of truth, ensuring clear data governance, and fostering open communication among stakeholders. Implementing standardized data definitions, leveraging automation for consistency, and promoting a collaborative, data-driven culture can help align perspectives and drive informed decision-making.

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    Immanuel J.

    Data-Driven MBA | Business & Financial Management Pro | Python, SQL & Tableau Savvy | Championing Sustainability & Impactful Growth | Mortgages | financial services Views and opinion are my own.

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    You have to make sure everyone has the same data set, then from there, you have to determine what are you attempting to gather from the data and then begin to clean the data so that essentially the noise is removed. I think that will clear up 30% of the issues from there. You have to determine what is your objectives with the data and what are the benchmarks you are looking for with the data… knowing in the context of data who, what, when, where, and how are important.

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