hello this is maduko achar vice president offering management in ibm data and ai the shift to adopt data op is real we are seeing that about 73 percent of companies are planning to invest in data up benefit of data ops are being realized in many forms for example infrastructure need gets reduced by 50 time savings for compliance to speed up your metadata classification to be ready for regulations by 90 data discovery is accelerated from weeks to minute through automation even within ibm our chief data office when they implemented data op methodology saw the savings of about 27 million in productivity that's a holistic approach to the data optional chain is critical for our success so i would like to invite you to our data of crowd chat on may 27th where you will hear a very interactive discussion between ibm and our lead clients as to how they're leveraging data ops methodology and implementing the solutions see you there thank you