Cities are continuously evolving human settlements. Our cities are under strain in an increasingly urbanized world, and planners, decision-makers, and communities must be ready to adapt. Data is an important resource for municipal administration. Some technologies aid in the collection, processing, and visualization of urban data, assisting in the interpretation and comprehension of how urban systems operate. The relationship between data analytics and smart cities has come to light in recent years as interest in both has grown. A sophisticated network of interconnected systems, including planners and inhabitants, is what is known as a smart city. Data analysis has the potential to support data-driven decision-making in the context of smart cities. Both urban managers and residents are becoming more interested in city dashboards. Dashboards may collect, display, analyze, and provide information on regional performance to help smart cities development have sustainability. In order to assist decision-making processes and enhance the performance of cities, we examine how dashboards might be used to acquire accurate and representative information regarding urban challenges. This chapter culminates Data Analytics on key indicators for the city's urban services and dashboards for leadership and decision-making. A single web page with consolidated information, real-time data streams pertinent to planners and decision-makers as well as residents' everyday lives, and site analytics as a method to assess user interactions and preferences are among the proposals for urban dashboards. Keywords: -Dashboard, data analytics, smart city, sustainability, Smart cities, City dashboards, Urban services, Decision-making, Interconnected systems, Real-time data streams, Key indicators, and Urban challenges.

翻译：城市是持续演进的人类聚居地。在日益城市化的世界中，我们的城市正承受压力，规划者、决策者和社区必须做好准备迎接变化。数据是市政管理的重要资源。一些技术有助于城市数据的收集、处理和可视化，从而辅助对城市系统运行方式的解读与理解。近年来，数据分析与智慧城市的关系随着两者关注度的提升而日益凸显。智慧城市是一个由相互关联的系统构成的复杂网络，其中包含规划者和居民。在智慧城市背景下，数据分析具备支持数据驱动决策的潜力。城市管理者和居民对城市仪表盘的关注度与日俱增。仪表盘能够收集、展示、分析并呈现关于区域绩效的信息，从而助力智慧城市实现可持续发展。为辅助决策过程并提升城市绩效，本文探讨了如何利用仪表盘获取关于城市挑战的准确且具有代表性的信息。本章系统地整合了关于城市关键指标的数据分析及其用于领导力与决策的城市服务仪表盘。提出的城市仪表盘方案包括：一个整合信息的单一网页、与规划者、决策者及居民日常生活相关的实时数据流，以及将站点分析作为评估用户交互与偏好的方法。关键词：仪表盘、数据分析、智慧城市、可持续性、智慧城市、城市仪表盘、城市服务、决策、互联系统、实时数据流、关键指标、城市挑战。