b'researchers have concerns about the invasion of privacy. According to them, constant camera surveillance will lead to the establishment of a bigSOLUTIONS THAT MAKE CITIES brother-esque surveillance state. Also, continuous data collection helps government authorities understand every aspect of their citizens lives. If such data falls in the wrong hands, the consequences can be grim. Data security is another major issue that is associated with collectingSMARTER, SAFER, AND MORE LIVABLEdata for smart cities. Large data vaults are prone to various cyberattacks. Cybercriminals are constantly designing new malware and cyberattacks to gain illegal access to citizen data. Attackers are always trying to create stealthier and more dangerous cyberattacks. For instance, in the city of Del Rio, Texas, a ransomware attack shut down multiple servers in cityToday, cities everywhere are committed to improving livability. hall. All government operations were handled using pen and paper alongIntel IoT Market Ready Solutions make it possible for municipalities to with no access to historical records. Such cyber threats can be disastrous for any smart city and pose a major threat to citizen data. meet this commitmentby delivering intelligent connectivity, exceptional performance, and a reliable roadmap using data-driven insights. The result is DATA BIAS increased efficiency, improved safety, and a better quality of life for citizens.After collecting large volumes of data, governments generate informative analytics to gain insights into different aspects of smart cities using big data analytics. The data utilized for analytics is historical data and real- INTEL IMRS IN ACTIONtime data. Such data may include human biases, leading to inaccurate results.Systemsutilizingthisdatamayunintentionallydiscriminate against specific religions, ethnicities, or genders. For instance, a student72 % San Diego deployed smart evaluation system for college contains data that is biased against a specificHayward, California saw arace. Then the system will complicate the approval process for studentslighting fixtures with wireless of that race, even after they fulfill the required criteria. Such unintentionalDROP IN1 $ 2 8Mbias, if left unattended, can lead to dire consequences for several people.controls and saved more thanThe case of data bias raises a huge question of accountability. If someoneCRIME CALLS . 2has been a victim of discrimination due to data bias, then who can be held responsible for such an act? What can the victim do in this incident? Questions like these require keen attention from smart city planners before they adopt modern technologies for various applications. Additionally, evenafteridentifyingunintentionaldatabias,findingtheflaweddataafter deploying Dell V5among the large volume of data can be a needle in the haystack situation. In this case, deleting all the collected data and starting over with precise,a self-powered, wireless unbiased data seems to be the only option. But, refreshing the entire bodyvideo surveillance solution IN ANNUAL ENERGY COSTS of data will be expensive and extremely time-consuming. Hence, smart cities should be careful while selecting data sources for smart city applications. Governments, tech experts, and city planners have to ensure that theDiscover what Intel IoT Market Ready Solutions can do for youchallenges of smart cities do not offset the benefits. For this purpose,visit www.intel.com/iotmarketready today.governmentsshouldcommunicatewithlawmakerstocreatebetter regulations for smart cities. Additionally, hiring experienced professionals is a necessity for sustainable smart city development. NAVEEN JOSHI is Founder and CEO of Allerin, which develops engineering and technology solutions focused on optimal customer experiences. Naveen works in AI, IoT, and Blockchain. An influencer with a half a million followers, he is a highly seasoned professional with more than 20 years of comprehensive1. V5 Systems Case Study, City of Hayward2. https://www.us-ignite.org/programs/US-Ignite-Forum/ experience in customizing open source products for performance optimizations of large-scaleIT deployment.'