Latest news with #dataIntegrity
BBC News
08-07-2025
- Business
- BBC News
Stats boss quits as minister says new leadership needed
Sir Robert Chote has resigned as chairman of the UK Statistics Authority, the body responsible for overseeing the troubled Office for National Statistics (ONS).Earlier this year, a highly-critical government review said the ONS had "deep-seated" issues which needed Bank of England has also criticised the agency for the reliability of its job market data, which the central bank considers when deciding whether to raise or cut interest Sir Robert's resignation, Cabinet Office Minister Pat McFadden said "new leadership was critical" to address "the challenges identified and rapidly restore confidence in the statistics produced by ONS that underpin decision-making". In a letter sent to Parliament's Public Administration and Constitutional Affairs Committee, the Cabinet Office's most senior civil servant Catherine Little said a new chair would be "in a more credible position" to act on the findings of the Robert, who joined the UK Statistics Authority in 2022, will now take up a position as president of Trinity College, Oxford in September.A senior Cabinet Office source denied the government had wanted Sir Robert to go and said it was his own choice to leave, but said it was "hard to make effective government policy if you don't have statistics that have integrity".They added that "if we can't know the true picture then it's more difficult to make policy, so that's why we're getting on with fixing it".This is the second senior resignation in recent months, after Sir Ian Diamond stepped down from his position as national statistician at the ONS in May due to health reasons. The ONS gathers and publishes data used by the government to make policy decisions in areas including state benefits, housing, migration and crime. In April, the government asked former senior civil servant Sir Robert Devereux to investigate the ONS after a series of issues. In his subsequent report, Sir Robert concluded "most of the well-publicised problems with core economic statistics are the consequence of ONS's own performance", in particular "choices made at the top of ONS, over several years."He cited an "interest in the new" that took attention from "less exciting but crucial task" of delivering core economic data that were good enough to guide quality to the review, acting national statistician Emma Rourke said she welcomed the report and "fully acknowledges the issues he has highlighted".
Forbes
23-06-2025
- Business
- Forbes
Navigating The Data Highway: A Guide To Salesforce Data Migration
Vamsi Krishna Gosu - Founder & Director, TechForce Services. For businesses already leveraging Salesforce, data is the lifeblood. It fuels customer relationships, drives sales techniques and informs critical decision making. However, as businesses evolve, merge or upgrade their Salesforce environments, the need to transport this vital data, a process known as Salesforce data migration, becomes paramount. While seemingly straightforward, a poorly finished statistics data migration can cause chaos, statistics loss and significant business disruption. Understanding the nuances and best practices is important for a continuing transition and enduring success on the Salesforce platform. Understanding Salesforce Data Migration Salesforce data migration involves the strategic transfer of data between distinct Salesforce orgs or from outside systems into Salesforce. This will be triggered by numerous scenarios, which include enforcing a new Salesforce instance, consolidating multiple orgs after a merger or acquisition, upgrading to a newer Salesforce edition or integrating data from legacy CRM systems. The intention is not just to transport data but to ensure its integrity, accuracy and usability within the new surroundings. The Peril Of Data Duplication One of the primary concerns throughout data migration is the dreaded specter of data duplication. Imagine consumer data appearing multiple times, leading to confused sales efforts, faulty reporting and a frustrating experience for both your team and your customers. According to a latest study by Gartner, data quality costs organizations a mean of $12.9 million per year. Data duplication is a sizable contributor to this cost, inflating storage needs, skewing analytics and hindering customized customer engagement. Therefore, a sturdy data migration strategy must prioritize de-duplication strategies, often involving data cleansing and matching guidelines before, at some point during and after the migration process. Ensuring Data Accuracy And Completeness Beyond keeping off duplicates, ensuring data accuracy and completeness is equally critical. Migrating outdated, incorrect or incomplete data into a new Salesforce environment perpetuates present problems. This can result in flawed insights, misdirected advertising campaigns and, ultimately, a lack of trust in the CRM system. A thorough data assessment and cleansing method is a non-negotiable step. This involves figuring out and rectifying inconsistencies, standardizing data formats and enriching data, which is essential to improve its quality in the target Salesforce org. Key Stages Of The Migration Process The system of Salesforce data migration usually entails numerous key stages. First, a complete planning section is essential, outlining the scope of the migration, figuring out data sources and targets, defining data mapping rules and establishing timelines and duties. This is observed with the aid of the extraction of data from the source system, its transformation to align with the goal Salesforce schema, and ultimately, the loading of the cleansed and transformed data into the new environment. Post-migration, rigorous data validation and testing are crucial to ensure the accuracy and completeness of the migrated data. Real-World Challenges And Lessons Learned Real-world reports often highlight the complexities involved. A Salesforce administrator at a developing e-commerce company lately oversaw the migration of data from their legacy CRM to a new Salesforce Sales Cloud implementation. "We initially underestimated the amount of data cleansing required," she recounts. "We had years of inconsistent data entry, and identifying and merging duplicate customer accounts was a significant undertaking. We ended up investing heavily in data quality tools and dedicating a significant portion of our project timeline to this crucial step. The effort paid off, though. Our sales team now has a much cleaner and more reliable view of our customer base, leading to more effective targeting and improved sales conversions." Another common challenge arises during the combination of data from multiple disparate systems. Consider a situation where a corporation acquires another business with its CRM and operational databases. Merging those datasets into a unified Salesforce environment requires careful data mapping to ensure that fields align effectively and relationships between unique data objects are preserved. Without meticulous planning, critical information can be misplaced or incorrectly related, leading to significant operational demanding situations. Choosing The Right Tools And Methodologies Choosing the right tools and methodologies is also critical for a successful data migration. Salesforce offers its suite of data migration tools, such as the Data Import Wizard and Data Loader, which are suitable for different data volumes and complexities. For more intricate migrations involving large datasets or complex transformations, third-party ETL (Extract, Transform, Load) tools can offer enhanced capabilities and automation. Conclusion: A Strategic Imperative In conclusion, Salesforce data migration is more than just a technical exercise; it's a strategic imperative that directly impacts an organization's ability to leverage its CRM effectively. By prioritizing data quality, meticulously planning each level of the procedure and learning from real-world experiences, businesses can navigate the data highway successfully, ensuring a smooth transition and unlocking the entire potential of their Salesforce investment. Ignoring the intricacies of data migration can lead to expensive mistakes and hinder growth, underscoring the importance of a well-defined and diligently accomplished method. Forbes Technology Council is an invitation-only community for world-class CIOs, CTOs and technology executives. Do I qualify?
