Skepticism Is Data: Why the Loudest Doubter in the Room Is Your Best AI Consultant
Picture the scene. A new director walks into a public works meeting with a slick vendor demo, a stack of AI dashboards, and the phrase "digital transformation" ready to launch. Around the table, arms fold. Someone stirs coffee a little too loudly. The most senior engineer, thirty years on the job, finally speaks: "We tried something like this in 2011. It's still sitting in a closet." Everyone nods. The demo ends. Nothing changes.
If that scene made you wince, you already understand the real problem with integrating advanced technologies into infrastructure. The algorithms are not the hard part. The people are.
The tech is the easy part
The technical case has stopped being controversial. California's grid operator is piloting an AI tool to help manage outages, the first system of its kind in North America. Las Vegas used AI-powered traffic analytics to cut wrong-way driving by more than 90 percent and save roughly a million dollars a year. Digital twin systems paired with machine learning have delivered a 30 percent drop in maintenance costs and reduced fault detection from fifteen days to three. These are not futuristic numbers. They are receipts. The more interesting question is why so many programs still stall inside city hall.
The 30 percent problem
Fifteen years of McKinsey research shows that only about 30 percent of major change programs succeed, and the leading causes of failure are employee resistance and management behaviors that do not support the desired change. Not the wrong vendor. The humans, and the leaders who forgot to bring them along. Prosci's benchmarking puts a finer point on it: projects with excellent change management meet or exceed objectives 93 percent of the time, while those with poor change management hit their targets just 15 percent of the time. The single biggest predictor of success, decade after decade, has been active and visible executive sponsorship. Your calendar is your change strategy.
Skepticism is data, not opposition
Expect pushback. Then respect it. A 2025 MissionSquare study of state and local employees found only 28 percent had received any AI training from their employer, and their top concerns were data privacy, reliability of AI outputs, and cost. A global KPMG study found 54 percent of people are wary of trusting AI systems. Deloitte notes a specific quirk in government: leaders are often more nervous than their own workforce. So when a veteran engineer folds their arms at your demo, they are not being difficult. They are surfacing risk you would otherwise miss. Metabolize that instinct into requirements, guardrails, and training plans.
Shared ownership beats slick specs
Run your needs assessment as a listening tour, not a checklist. Bring field crews, dispatchers, finance, and community liaisons into the room before you talk to a single vendor. Ask what breaks most often, what workaround they are quietly running, and what would actually save them time on a Tuesday afternoon. McKinsey found that programs which invited employees to shape the transformation were five times more likely to succeed than top-down efforts, and those with clear metrics were seven times more likely to succeed.
Culture is the operating system
You can install any software on top of a broken culture, and the culture will win. Celebrate the near misses, so when a predictive flag saves a lift station on a holiday weekend, that story gets told at the next all-hands. Budget for learning the way you budget for hardware, because Deloitte reports that 62 percent of employees rate their organization's AI training as average or poor. Make it safe to say "I don't know," or staff will simply shadow-use consumer AI on their phones instead.
Community feedback is a loop, not a survey
Residents are stakeholders too, and increasingly literate about what AI can and cannot do. Build feedback like a sensor network. Multiple channels, redundant paths, quick refresh cycles. Publish plain-language summaries of what your systems do and do not do. When residents flag something surprising, treat it the way maintenance treats a pressure anomaly in a water main: as early warning, not noise.
Money and privacy, the boring things that decide everything
Two objections surface within ninety seconds of any pitch. Cost is the first. The answer is rarely one big check. It is a stacked approach of federal and state grants, public-private partnerships, and phased rollouts that let a pilot earn its next dollar. Privacy is the second. Establish a data governance framework before you touch a live system, train every staff member who touches it, and publish your rules in language a resident could explain at a barbecue.
A word for the newcomer
If you are early in your career, do not wait to be handed authority. The people who shape transformations are rarely the loudest. They are the ones who ask the second question, volunteer for the pilot, and quietly become the person the director calls when a dashboard breaks. Change management is a career accelerant hiding in plain sight.
The ball is in your hands
This week, pick one system in your organization that everyone quietly agrees is fragile. Talk to the three people who know it best. Ask them what a smarter version would look like, and what would have to be true for them to trust it. Write down what they say. That single conversation is worth more than any vendor demo held later. The technology is ready. The evidence is in. The only question left is whether you are willing to lead in a way people will actually follow.
References
Aiken, Carolyn, and Scott Keller. "How Do I Implement Complex Change at Scale?" McKinsey and Company. https://www.mckinsey.com/~/media/mckinsey/dotcom/client_service/public%20sector/pdfs/how_do_i_implement_complex_change_at_scale.pdf.
Deloitte Insights. 2025 Government Trends. 2025. https://www.deloitte.com/us/en/insights/industry/government-public-sector-services/government-trends/2025.html.
Eggers, William, Joshua Knight, and Mahesh Kelkar. "Delivering on the Promise of AI in Government." Deloitte Insights, June 3, 2025. https://www.deloitte.com/us/en/insights/industry/government-public-sector-services/government-trends/2025/scaling-ai-in-government.html.
Eggers, William, Joshua Knight, and Kellie Nuttall. "Tailored AI Training for Government." Deloitte Insights, May 5, 2026. https://www.deloitte.com/us/en/insights/industry/government-public-sector-services/tailored-ai-training-for-government.html.
Intelligent Transportation Systems Joint Program Office. "AI-Based Traffic Management Pilot Program Implemented Near Las Vegas Contributed to a 17 Percent Reduction in Primary Crashes." U.S. Department of Transportation, September 25, 2025. https://www.itskrs.its.dot.gov/2020-b01507.
Keller, Scott, and Bill Schaninger. "Losing from Day One: Why Even Successful Transformations Fall Short." McKinsey and Company, December 7, 2021. https://www.mckinsey.com/capabilities/people-and-organizational-performance/our-insights/successful-transformations.
KPMG International and University of Melbourne. Trust, Attitudes and Use of Artificial Intelligence: A Global Study 2025. April 2025. https://kpmg.com/us/en/media/news/trust-in-ai-2025.html.
MissionSquare Research Institute. Artificial Intelligence in the State and Local Government Workforce. May 2025. https://research.missionsq.org/content/media/document/2025/5/Artificial_Intelligence_StateLocalEmployees.pdf.
NTT DATA. "City of Las Vegas Client Story." Accessed July 20, 2026. https://us.nttdata.com/en/case-studies/city-of-las-vegas-client-story.
O'Donnell, James. "California Is Set to Become the First US State to Manage Power Outages with AI." MIT Technology Review, July 14, 2025. https://www.technologyreview.com/2025/07/14/1120027/california-set-to-manage-power-outages-with-ai/.
Prosci. "Best Practices in Change Management." 2024. https://www.prosci.com/resources/articles/change-management-best-practices.
Yusuf, M., and R. Prasetyo. "AI-Driven Digital Twin Systems for Predictive Maintenance." Civil Engineering Science and Technology, 2025. https://cest.stekom.ac.id/index.php/cest/article/download/5/9.
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ABOUT THE ROLE Responsible for overseeing groups in the division, including Water Reclamation, Commercial Pretreatment, Industrial Pretreatment, Sewer System Maintenance, and CMOM. Provides overall direction, develops policies and procedures, manages budgets, and oversees staff and assets to ensure operational efficiency and regulatory compliance. KEY RESPONSIBILITIES - Establish and implement the group's vision and direction. - Maintain industry knowledge through professional associations, publications, seminars, meetings, and conferences. - Develop and implement business plans consistent with department goals, objectives, and budgetary constraints. - Assure compliance with Federal and State Regulations and promote changes to County codes to resolve functional conflicts. - Prepare documents for presentation to the Board of County Commissioners for approval. - Resolve conflicts between operational concerns and policies, revising procedures to promote operational efficiency. - Coordinate with other departments and jurisdictions to ensure their interests are met. - Resolve customer, constituent, and general public concerns regarding various program issues. - Assure efficient utilization of program resources by writing and reviewing procurement specifications. - Establish procedures for evaluating proposals, bids, and quotes for recommendation to the Board of Commissioners. - Perform other related duties as required. MINIMUM QUALIFICATIONS - Bachelor's degree in Engineering or Public Administration supplemented by five years of progressively responsible experience in the Water Reclamation field, including three years of supervisory experience in the Water Administration field. - OR any equivalent combination of education, training, and experience providing the requisite knowledge, skills, and abilities. - Ability to demonstrate proficiency in performing essential functions and applying county or departmental policies, practices, and procedures effectively. SPECIAL REQUIREMENTS - Must possess and maintain a valid Georgia driver's license. - Must obtain a Professional Engineering Certification or Water/Sewer Operators License within 12 months of employment. - Applications must be completed in full before submission. No additional information will be accepted after applications are received by the Department of Human Resources Management. SELECTION PROCESS - Evaluation of education and experience through detailed analysis of the application to ensure minimum qualifications are met. - Qualifying veterans receive preference in the form of a guaranteed invitation to interview if minimum qualifications are met (hiring preference applies to initial appointment only). HOW TO APPLY - Submit a complete application through official Fulton County channels. - Review the application for accuracy and make all corrections before submittal, as errors can result in not meeting the minimum qualifications. EMPLOYMENT DETAILS - Employer: Fulton County - Department: Public Works - Job Type: Public Works - Location: Various Locations in Fulton County, GA (Recruitment based at 11575 Maxwell Rd, Alpharetta, GA 30009) - Address: 141 Pryor Street, Suite 3030, Atlanta, Georgia, 30303 - Opening Date: 08/05/2026 - Closing Date: 10/05/2026 at 11:59 PM Eastern - Equal Opportunity Policy: Fulton County provides equal opportunity for every citizen, employee, and applicant based upon merit without regard to race, color, religion, national origin, gender, age, genetics, disability, or sexual orientation.
ABOUT THE ROLE The City of Alexandria's Transportation and Environmental Services Department, Project Implementation branch, is seeking a Technical Project Manager to manage projects throughout the design and construction phases. This role involves overseeing a wide variety of municipal infrastructure projects, including flood mitigation, stormwater and water quality improvements, sanitary sewer infrastructure, roadway improvements, transit projects, bicycle and pedestrian improvements, and park enhancements. The successful candidate will work in a multi-disciplinary team environment, providing creative insight into the design and implementation of public spaces and civil infrastructure. KEY RESPONSIBILITIES - Manage Capital Improvement projects through the Design and Construction phases. - Deliver capital projects following project management best practices and City standards to meet goals and objectives. - Manage construction project teams, ensuring contract compliance and delivery to City expectations. - Seek stakeholder input, gain consensus, and make recommendations in the best interest of the City and its residents. - Provide stewardship of capital funds through budget development, procurement document drafting, and disciplined contractor management. - Oversee consultants and design professionals responsible for preparing project plans, specifications, cost estimates, and other required documents. - Manage projects within scope, schedule, and budget baselines, monitoring progress and mitigating risks. - Maintain technical knowledge in the design of multiple infrastructure projects and stay abreast of advancements in project delivery and regulatory requirements. - Coach and train associate project managers and continually work to improve project management skills and knowledge. - Perform other duties as assigned. MINIMUM QUALIFICATIONS - Bachelor’s degree in Civil Engineering, Construction Management, or Landscape Architecture. - Eight (8) years of related experience in a position as a Professional Engineer or Landscape Architect, of which three (3) years must be as a project manager. - Alternatively, any equivalent combination of experience and training that provides the required knowledge, skills, and abilities. - Professional Engineer or Landscape Architect licensure is required. SPECIAL REQUIREMENTS - Must successfully complete a pre-employment criminal background check. - May be required to work extended or nontraditional hours during severe weather events or emergency situations to support critical City operations. - Preferred qualifications include fifteen (15) years of experience as a Civil Engineer or Landscape Architect, with at least five (5) years as a project manager for design and construction of capital projects. - Preferred certifications include PMP (PMI) and/or CCM (CMAA). - Preferred experience includes managing multi-discipline teams, design consultants, and construction contractors, as well as working with elected representatives, appointed officials, and citizen stakeholder groups. SELECTION PROCESS - Comprehensive review of the application to verify required education, licensure, and experience. - Evaluation of project management experience and technical knowledge. - Mandatory pre-employment criminal background check for selected candidates. HOW TO APPLY - Submit a complete application through the City of Alexandria's official employment portal. - Ensure all required information regarding education, licensure, and experience is clearly detailed to demonstrate qualifications. - Applications are reviewed on a continuous basis as the posting is open until filled. EMPLOYMENT DETAILS - Job Number: 2026-00428 - Department: Transportation & Environmental Services, Project Implementation branch - Job Type: Full-Time - Location: City Hall, 421 King Street, Alexandria, Virginia, 22314 - Opening Date: 06/18/2026 - Closing Date: Continuous (Open until filled) - The City of Alexandria is an Equal Opportunity Employer and values diversity in its workforce, providing consideration without regard to race, color, religion, national origin, sex, age, marital status, personal appearance, sexual orientation, gender identity or expression, family responsibilities, matriculation, political affiliation, genetic information, military status, or disability.
ABOUT THE ROLE Under the direction of the President of the Library, the Chief of Library Services is the senior executive responsible for the strategic direction and operational delivery of library services across the Boston Public Library (BPL) system. This role provides leadership across the Library Services Division, including branch libraries, the Central Library, collections, digital services, and youth and adult services, acting as a principal deputy to the President. It requires exceptional strategic thinking, planning, and execution skills, a patron-centered approach, and the ability to build a culture of efficiency, innovation, impact, and accountability across a large, complex, multi-site organization. KEY RESPONSIBILITIES - Develop a comprehensive vision and strategic direction for all public services across the BPL system. - Provide strategic and operational leadership, directing departments and guiding cross-departmental collaboration from planning through implementation and evaluation. - Shape a forward-looking innovation agenda informed by emerging trends in libraries and related sectors. - Develop and refine the Library Service division's approach to outcomes and impact evaluation, establishing meaningful benchmarks. - Collaborate closely with the President and senior leadership in strategic planning, management, and resource allocation. - Serve as a delegate for the BPL President when necessary. - Provide oversight and guidance to direct reports on the management of departmental budgets. - Ensure equity, diversity, and inclusion are reflected in the division's priorities, programming, and operations. - Represent the BPL across local, state, national, and global communities. - Identify and champion strategic partnerships and serve as a key liaison to the Boston Public Library Fund. MINIMUM QUALIFICATIONS - Advanced degree in Library Science from an ALA-accredited program is required. Further credentials in public administration, public policy, business administration, or education are desirable. - At least seven (7) years in senior leadership roles within public libraries or other complex cultural or civic institutions, with responsibility for strategic planning, budgeting, team management, and execution of high-impact initiatives. - Experience in a municipal urban public library, including in a union environment, is strongly preferred. - Thorough knowledge of public library services and evolving library practices, with demonstrated experience in strategic plan execution and complex problem-solving. - Proven ability to develop and implement a strategic vision that guides services across multiple locations and departments. - Experience leading teams through organizational growth or transformation, fostering transparency, accountability, and collaboration. - Strong background in hiring, developing, and leading diverse teams. - Experience in setting and managing complex budgets in a fiscally responsible manner. - Outstanding written and oral communication skills, with the ability to represent the organization effectively. Experience in advocacy or government affairs is an asset. SPECIAL REQUIREMENTS - Must successfully clear a City of Boston Criminal Offenders Record Information (CORI) check. - Boston residency is required. SELECTION PROCESS - Initial evaluation based on application materials and alignment with minimum qualifications. - Qualified applicants may be contacted for interviews and further assessment. - Final selection is contingent upon a successful CORI background check. HOW TO APPLY - Submit an application through the City of Boston job portal before the posting end date. - For inquiries, contact adavis@bpl.org. EMPLOYMENT DETAILS - Location: BPL Directors Office - 2, Boston, MA - Department: Boston Public Library - Job Type: Regular Full-Time - Union/Salary Plan: Non-Union / PM-9 - Hours: 35 hours per week - Posting End Date: October 28, 2026 - The City of Boston is an Equal Opportunity Employer committed to creating a diverse and inclusive environment.
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